{"id":5943,"date":"2023-06-12T01:42:54","date_gmt":"2023-06-12T09:42:54","guid":{"rendered":"https:\/\/live-cometml.pantheonsite.io\/?page_id=5943"},"modified":"2025-06-17T13:49:37","modified_gmt":"2025-06-17T13:49:37","slug":"llm-nlp-cv","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/llm-nlp-cv\/","title":{"rendered":"LLM, NLP, and CV"},"content":{"rendered":"\n<main class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--100)\">\n<h1 class=\"wp-block-heading has-text-align-center\" id=\"h-level-up-your-llms-nlp-or-cv-models\">Level Up Your LLMs, NLP or CV Models<\/h1>\n\n\n\n<p class=\"has-text-align-center has-body-l-font-size\">Whether you\u2019re debugging, managing, or monitoring your LLMs, NLP, or CV models, Comet has you covered.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-2adc7c9c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/integrations\/llm\/langchain\/notebooks\/Comet_with_Langchain.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the LLM Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/drive\/1v6UcWBLimYMj2oyLBadfZxdMAL5RN4lC?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the NLP Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/guides\/computer_vision\/Computer_Vision_with_Comet.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the CV Colab Notebook<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-background-color has-custom-background-dark-background-color has-text-color has-background has-link-color wp-elements-e87121d2406cfa47f65357b3415599fa is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--160)\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-center has-secondary-color has-text-color has-link-color has-body-l-font-size wp-elements-266a6df2acc84d209e5a8ba7dd1953d3\">Trusted by the most innovative ML teams<\/p>\n\n\n\n<div class=\"wp-block-group alignwide is-style-default has-custom-background-dark-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><div style=\"--animation-direction: normal; --animation-speed: 20s; --content-gap: 40px; --overlay-color: #02081b; --white-space: nowrap; --animation-name: storepress-marquee-animation-x; --animation-play-state: paused;\" class=\"has-overlay-color orientation-x alignfull logo-marquee wp-block-storepress-marquee\">\n\t<div class=\"wp-block-storepress-marquee__item\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n\t<!-- Mirrors the content -->\n\t<div class=\"wp-block-storepress-marquee__item mirror\" aria-hidden=\"true\">\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo.png\" alt=\"AssemblyAI logo\" class=\"wp-image-10471\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-8.png\" alt=\"Natwest logo\" class=\"wp-image-10822\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Stellantis-White.svg\" alt=\"Stellantis logo\" class=\"wp-image-17239\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-6.png\" alt=\"Uber Logo\" class=\"wp-image-10568\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Zencoder-White.svg\" alt=\"zencoder logo\" class=\"wp-image-17230\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-3.png\" alt=\"Netflix Logo\" class=\"wp-image-10473\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Autodesk-White.svg\" alt=\"Autodesk logo\" class=\"wp-image-17241\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-4.png\" alt=\"Etsy logo\" class=\"wp-image-10474\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/StabilityAI-White.svg\" alt=\"Stability Ai logo\" class=\"wp-image-17238\" style=\"width:180px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"68\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2024\/09\/Logo-5.png\" alt=\"Mobileye logo\" class=\"wp-image-10475\" style=\"width:180px\" \/><\/figure>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-empower-your-llm-engineering-journey-with-comet-llmops-and-gain-unparalleled-insights-efficient-workflows-and-enhanced-performance\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">Empower your LLM engineering journey with Comet LLMOps and gain unparalleled insights, efficient workflows, and enhanced performance.<\/h2>\n\n\n\n<div class=\"wp-block-wpcomsp-tabs alignwide wp-block-wpcomsp-tabs--buttons\"><div role=\"tablist\" class=\"wp-block-wpcomsp-tabs__tablist\"><button id=\"tab-22052139-1\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-22052139-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Advanced Prompt Management<\/span><\/button><button id=\"tab-22052139-2\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-22052139-2\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Integrate Seamlessly<\/span><\/button><button id=\"tab-22052139-3\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-22052139-3\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Explore and Debug for Optimal LLM Performance<\/span><\/button><\/div>\n<div id=\"tabpanel-22052139-1\" role=\"tabpanel\" aria-labelledby=\"tab-22052139-1\" class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Streamline Your Workflow with Advanced Prompt Management and Querying<\/h3>\n\n\n\n<p>Use Comet\u2019s LLMOps tools to unlock the potential of your Large Language Models (LLMs). Iterate faster, identify performance bottlenecks, and gain deeper insights into the internal state of prompt chains, enhancing your LLM engineering process.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"679\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/advanced-prompt-management-1024x679.png\" alt=\"screenshot of Comet platform showing prompt management and usage tracker\" class=\"wp-image-6128\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/advanced-prompt-management-1024x679.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/advanced-prompt-management-300x199.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/advanced-prompt-management-768x510.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/advanced-prompt-management.png 1058w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-22052139-2\" role=\"tabpanel\" aria-labelledby=\"tab-22052139-2\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Integrate Seamlessly<\/h3>\n\n\n\n<p>Visualize image data across experiments and over time for tasks such as object detection, segmentation, and reconstruction etc. Easily compare input samples over the course of your computer vision training runs, evaluate and compare the quality of outputs from object detection, segmentation and generative models.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"734\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/langchain-and-openai-1024x734.png\" alt=\"Langchain and OpenAI logos\" class=\"wp-image-6129\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/langchain-and-openai-1024x734.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/langchain-and-openai-300x215.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/langchain-and-openai-768x551.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/langchain-and-openai.png 1060w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-22052139-3\" role=\"tabpanel\" aria-labelledby=\"tab-22052139-3\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Explore and Debug for Optimal LLM Performance<\/h3>\n\n\n\n<p>Build the best-performing LLMs with Comet\u2019s powerful exploration and debugging tools. Dive into the Prompt Playground, where Prompt Engineers can iterate rapidly with various Prompt Templates, gauging their impact on different contexts. Keep tabs on your progress with the comprehensive Prompt History feature, enabling you to understand and debug ML product behavior based on LLMs. And with our Prompt Usage Tracker, gain granular insights into your usage at a project and experiment level, ensuring efficient utilization of paid APIs.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"734\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/explore-and-debug-llm-1024x734.png\" alt=\"screenshot of Comet platform showing prompt template\" class=\"wp-image-6130\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/explore-and-debug-llm-1024x734.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/explore-and-debug-llm-300x215.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/explore-and-debug-llm-768x551.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/explore-and-debug-llm.png 1060w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-6399f101 wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/products\/opik\">Learn More<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-integrations-with-the-leading-large-language-models-and-libraries\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">Integrations with the Leading Large Language Models and Libraries<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide has-secondary-color has-text-color has-link-color wp-elements-21c14d4a73bc569babb76c94ac137b54 is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7b41f3e4 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/LangChain-Logo.png\" alt=\"LangChain Logo\" class=\"wp-image-5975\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/LangChain-Logo.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/LangChain-Logo-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">LangChain<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-1\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT.png\" alt=\"OpenAI logo\" class=\"wp-image-5971\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Open AI GPT-3<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-2\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT.png\" alt=\"OpenAI logo\" class=\"wp-image-5971\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/ChatGPT-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Open AI GPT-4<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-empower-your-llm-engineering-journey-with-comet-llmops-and-gain-unparalleled-insights-efficient-workflows-and-enhanced-performance-0\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">Empower your LLM engineering journey with Comet LLMOps and gain unparalleled insights, efficient workflows, and enhanced performance.<\/h2>\n\n\n\n<div class=\"wp-block-wpcomsp-tabs alignwide wp-block-wpcomsp-tabs--buttons\"><div role=\"tablist\" class=\"wp-block-wpcomsp-tabs__tablist\"><button id=\"tab-7c548597-1\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-7c548597-1\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Advanced Audio Data Inspection<\/span><\/button><button id=\"tab-7c548597-2\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-7c548597-2\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Debugging with Comet<\/span><\/button><button id=\"tab-7c548597-3\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-7c548597-3\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>NLP Model Predictions<\/span><\/button><button id=\"tab-7c548597-4\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-7c548597-4\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Maintain Data Consistency<\/span><\/button><button id=\"tab-7c548597-5\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-7c548597-5\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Resolve Class Imbalance Issues<\/span><\/button><\/div>\n<div id=\"tabpanel-7c548597-1\" role=\"tabpanel\" aria-labelledby=\"tab-7c548597-1\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Empower Your Audio Projects with Advanced Audio Data Inspection<\/h3>\n\n\n\n<p>Audio tab provides a visual and audible inspection of the audio data being used in the training process. This is particularly useful when you\u2019re working with speech recognition, music analysis, or any other audio-related tasks. By hearing and seeing the audio data, you can better understand the features of your data, which could potentially influence model performance.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/audio-tab-2-1024x512.png\" alt=\"screenshot of Comet platform, showing audio tab\" class=\"wp-image-6090\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/audio-tab-2-1024x512.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/audio-tab-2-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/audio-tab-2-768x384.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/audio-tab-2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-7c548597-2\" role=\"tabpanel\" aria-labelledby=\"tab-7c548597-2\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Simplify Your NLP Debugging with Comet<\/h3>\n\n\n\n<p>Logging text data during the training process can aid in error tracking and debugging. For instance, if your model isn\u2019t performing as expected, you can use the logged text to identify problematic data samples or analyze patterns that the model might be misinterpreting.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/text-tab-2-1024x512.png\" alt=\"screenshot of Comet platform, showing text tab\" class=\"wp-image-6091\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/text-tab-2-1024x512.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/text-tab-2-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/text-tab-2-768x384.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/text-tab-2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-7c548597-3\" role=\"tabpanel\" aria-labelledby=\"tab-7c548597-3\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Stop Struggling to Interpret Your NLP Model Predictions<\/h3>\n\n\n\n<p>NLP models can often feel like black boxes, where it\u2019s hard to understand why they\u2019re making the predictions they are. Visualizing embeddings can provide a more intuitive way to understand what the model has learned and how different words are being understood and related to each other. High-dimensional data can be difficult to work with and interpret. Techniques like t-SNE or PCA, which are often used in embedding visualizations, reduce the dimensionality of this data, making it more manageable and easier to understand.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/embeddings-2-1024x512.png\" alt=\"graphic showing NLP embeddings\" class=\"wp-image-6092\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/embeddings-2-1024x512.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/embeddings-2-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/embeddings-2-768x384.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/embeddings-2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-7c548597-4\" role=\"tabpanel\" aria-labelledby=\"tab-7c548597-4\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Maintain Data Consistency Across NLP Experiments<\/h3>\n\n\n\n<p>By aggregating and displaying data across experiments, the Data Panel enables you to check for consistency and maintain a uniform view of your data, which is critical when comparing models trained under different settings or at different times.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/datapanel-2-1024x512.png\" alt=\"screenshot of Comet platform, showing datapanels\" class=\"wp-image-6093\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/datapanel-2-1024x512.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/datapanel-2-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/datapanel-2-768x384.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/datapanel-2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-7c548597-5\" role=\"tabpanel\" aria-labelledby=\"tab-7c548597-5\" class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Resolve Class Imbalance Issues in Your NLP Models<\/h3>\n\n\n\n<p>Interactive Confusion matrices can help you quickly identify if your model is struggling with class imbalance in your data. This is especially important in NLP, where certain categories might be underrepresented. By analyzing the misclassifications, you can identify which classes your model is confusing with one another. This can guide you to engineer more discriminative features or choose a model that can better separate these classes.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"500\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-1024x500.gif\" alt=\"screenshot of Comet platform, showing interactive confusion matrices\" class=\"wp-image-5405\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-1024x500.gif 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-300x146.gif 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-768x375.gif 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-6399f101 wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/drive\/1v6UcWBLimYMj2oyLBadfZxdMAL5RN4lC?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Explore NLP Colab Notebook<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-nlp-integrations\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">NLP Integrations<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide has-secondary-color has-text-color has-link-color wp-elements-8b778eae554210be7362037eb431784b is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7b41f3e4 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/SpaCy-Logo-svg.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Spacy<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/NLP-Logo-svg.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Spark NLP<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/HF-Logo.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">HuggingFace<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Scikit-Learn.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Scikit Learn<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Keras-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Keras<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pytorch.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pytorch<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/TensorFlow-Logo-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Tensorflow<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-visualizations-tailored-for-computer-vision-that-offer-a-more-comprehensive-understanding-of-the-efficiency-of-your-models\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">Visualizations Tailored for Computer Vision That Offer a More Comprehensive Understanding of the Efficiency of Your Models<\/h2>\n\n\n\n<div class=\"wp-block-wpcomsp-tabs alignwide wp-block-wpcomsp-tabs--buttons\"><div role=\"tablist\" class=\"wp-block-wpcomsp-tabs__tablist\"><button id=\"tab-e669fa1a-1\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-e669fa1a-1\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Model Performance<\/span><\/button><button id=\"tab-e669fa1a-2\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-e669fa1a-2\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Overcome Visualization Hurdles<\/span><\/button><button id=\"tab-e669fa1a-3\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-e669fa1a-3\" tabindex=\"-1\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Quickly Spot Misclassifications<\/span><\/button><button id=\"tab-e669fa1a-4\" type=\"button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tabpanel-e669fa1a-4\" class=\"wp-block-wpcomsp-tabs__tab\"><span>Craft Bespoke Visualizations<\/span><\/button><\/div>\n<div id=\"tabpanel-e669fa1a-1\" role=\"tabpanel\" aria-labelledby=\"tab-e669fa1a-1\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Tackle Subpar Model Performance<\/h3>\n\n\n\n<p>Are you experiencing difficulties with your model performance on specific images in your dataset? Do inefficiencies persist despite your efforts? The Graphics tab in Comet provides you with the means to identify problematic patterns that might be affecting your model\u2019s performance. By iterating on your approach based on these insights, you can tackle the problem head-on, discovering new solutions and ultimately enhancing your model\u2019s performance.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/docs\/v2\/guides\/comet-dashboard\/more-in-experiments\/#graphics-tab\">Learn More<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"493\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab-1024x493.png\" alt=\"screenshot of Comet platform, showing graphics tab\" class=\"wp-image-5403\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab-1024x493.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab-300x145.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab-768x370.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab-1536x740.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/graphics_tab.png 1621w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-e669fa1a-2\" role=\"tabpanel\" aria-labelledby=\"tab-e669fa1a-2\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-a881545d38ac995f8d1a8a9cff252256 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-318f38c3d07c8619d6fd2ea7c433e711\" id=\"h-overcome-visualization-hurdles\">Overcome Visualization Hurdles<\/h3>\n\n\n\n<p>Visualize image data across experiments and over time for tasks such as object detection, segmentation, and reconstruction etc using Image Panels. Easily compare input samples over the course of your computer vision training runs, evaluate and compare the quality of outputs from object detection, segmentation and generative models.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/blog\/introducing-comets-new-image-panel\/\">Learn More<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-underline\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.youtube.com\/watch?v=O9NoXaxbujA\">Watch Video<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-full has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"731\" height=\"596\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Image-Panel-1.gif\" alt=\"image panel for computer vision\" class=\"wp-image-5504\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-e669fa1a-3\" role=\"tabpanel\" aria-labelledby=\"tab-e669fa1a-3\" hidden class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Quickly Spot Misclassifications<\/h3>\n\n\n\n<p>Is manually identifying misclassifications in your datasets turning into a daunting task? Are pattern irregularities and problematic samples slowing your progress and making your data analysis a nightmare? With interactive confusion matrix, you can easily spot misclassifications, systematically analyze pattern irregularities, and swiftly identify problematic samples in your datasets.<br>This transforms the tedious process of manually checking for errors into an efficient, automated task. So, no more guesswork or wasted time.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/docs\/v2\/guides\/getting-started\/tutorials\/structured-data\/#log-a-confusion-matrix\">Learn More<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"500\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-1024x500.gif\" alt=\"screenshot of Comet platform, showing interactive confusion matrices\" class=\"wp-image-5405\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-1024x500.gif 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-300x146.gif 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Interactive-confusion-matrix-768x375.gif 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"tabpanel-e669fa1a-4\" role=\"tabpanel\" aria-labelledby=\"tab-e669fa1a-4\" class=\"wp-block-wpcomsp-tab\">\n<div class=\"wp-block-columns has-secondary-color has-text-color has-link-color wp-elements-f87ab77387eb1be5463175d6ad1fb841 is-layout-flex wp-container-core-columns-is-layout-cbe57604 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-9a100ebb686fa4a3d4ef96930a7eb1d0\">Craft Bespoke Visualizations<\/h3>\n\n\n\n<p>Are you finding it challenging to craft bespoke visualizations that suit your specific use case? Do generic visualizations fail to provide the insights you need?Build bespoke visualizations for your experiment data that are tailored to your use case using Custom Panels.\u00a0 Use our Python or Javascript Panel SDK\u2019s to build sophisticated, interactive tools that extend Comet\u2019s visualization capabilities to new problems. No longer do you have to compromise with one-size-fits-all visuals. Create the most fitting visualizations with ease, and turn your data into actionable insights.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a rel=\"\" target=\"\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/docs\/v2\/guides\/comet-dashboard\/code-panels\/about-panels\/\">Learn More<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group has-custom-dark-background-gradient-background has-background is-layout-constrained wp-container-core-group-is-layout-52009084 wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--40)\">\n<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels-1024x489.png\" alt=\"screenshot of Comet platform, showing computer vision capabilities\" class=\"wp-image-5406\" style=\"border-radius:6px;box-shadow:var(--wp--preset--shadow--deep)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels-1024x489.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels-300x143.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels-768x367.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels-1536x733.png 1536w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/03\/Custom-Panels.png 1625w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-6399f101 wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.comet.com\/site\/computer-vision\/\">Learn More<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-seamless-integrations-with-top-computer-vision-tools\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">Seamless Integrations With Top Computer Vision Tools<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide has-secondary-color has-text-color has-link-color wp-elements-bde39fc23e8788ba95a10a13eb1da708 is-content-justification-center is-layout-flex wp-container-core-group-is-layout-b02886af wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/YOLOV5.svg\" alt=\"YOLO v5 logo\" class=\"wp-image-16942\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">YOLOv5<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/YOLOV5.svg\" alt=\"YOLO v5 logo\" class=\"wp-image-16942\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">YOLOv8<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Anomalib-Logo.svg\" alt=\"Anomalib logo\" class=\"wp-image-16941\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Anomalib<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-3\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO.png\" alt=\"Pythae LOGO\" class=\"wp-image-6041\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pythae<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-ready-to-level-up-your-llms-nlp-and-cv-models\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">Ready to level up your LLMs, NLP, and CV Models?<\/h2>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-2adc7c9c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/integrations\/llm\/langchain\/notebooks\/Comet_with_Langchain.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the LLM Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/drive\/1v6UcWBLimYMj2oyLBadfZxdMAL5RN4lC?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the NLP Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/guides\/computer_vision\/Computer_Vision_with_Comet.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the CV Colab Notebook<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-an-ml-platform-built-for-enterprise-driven-by-community\" style=\"margin-top:var(--wp--preset--spacing--100)\">An ML Platform Built for Enterprise, Driven by Community<\/h2>\n\n\n\n<p class=\"has-text-align-center has-decorative-border-color has-text-color has-link-color wp-elements-f91f3e9c202145afebb0ac6d589c1c1a\">Comet\u2019s ML platform is trusted by innovative data scientists, ML practitioners, and engineers in the most demanding enterprise environments.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-cb-carousel alignwide\" data-slick=\"{&quot;slidesToShow&quot;:3,&quot;slidesToScroll&quot;:3,&quot;speed&quot;:300,&quot;arrows&quot;:false,&quot;dots&quot;:true,&quot;autoplay&quot;:true,&quot;autoplaySpeed&quot;:5000,&quot;infinite&quot;:true,&quot;responsive&quot;:[{&quot;breakpoint&quot;:769,&quot;settings&quot;:{&quot;slidesToShow&quot;:1,&quot;slidesToScroll&quot;:1}}]}\">\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"43\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/zappos.png\" alt=\"\" class=\"wp-image-14436\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;Comet has aided our success with ML and serves to further ML development within Zappos.\u201d<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/kyle-anderson-150x150.jpeg\" alt=\"\" class=\"wp-image-14453\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/kyle-anderson-150x150.jpeg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/kyle-anderson.jpeg 200w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>KYLE ANDERSON<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>DIRECTOR OF SOFTWARE ENGINEERING<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"26\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/uber-1.png\" alt=\"\" class=\"wp-image-14435\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;Comet offers the most complete experiment tracking solution on the market. It\u2019s brought significant value to our business.&#8221;<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit-150x150.jpg\" alt=\"\" class=\"wp-image-14454\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/olcay-cirit.jpg 316w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Olcay Cirit<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Staff Research and Tech lead<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"36\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/hugging-faces.png\" alt=\"\" class=\"wp-image-14437\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">\u201cComet enables us to speed up research cycles and reliably reproduce and collaborate on our modeling projects. It has become an indispensable part of our ML workflow.\u201d<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh-150x150.jpg\" alt=\"\" class=\"wp-image-14455\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/victor-sanh.jpg 400w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Victor Sanh<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Machine Learning Scientist<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"185\" height=\"42\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/google-ai.png\" alt=\"\" class=\"wp-image-14439\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;None of the other products have the simplicity, ease of use and feature set that Comet has.&#8221;<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/ronny-huang-150x150.jpg\" alt=\"\" class=\"wp-image-14450\" style=\"object-fit:cover;width:68px;height:68px\"\/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Ronny Huang<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Research Scientist<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"35\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/assembly-ai.png\" alt=\"\" class=\"wp-image-14440\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;After discovering Comet, our deep learning team&#8217;s productivity went up. Comet is easy to set up and allows us to move research faster.&#8221;<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao-150x150.jpg\" alt=\"\" class=\"wp-image-14451\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao-150x150.jpg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao-300x300.jpg 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/guru-rao.jpg 565w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Guru Rao<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Head of AI<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cb-slide\">\n<div class=\"wp-block-group testimonial-card has-border-color has-custom-decorative-border-dark-border-color has-secondary-color has-custom-alt-background-dark-background-color has-text-color has-background has-link-color wp-elements-7015d747af899c768923b610056b74e8 is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-596ebe30 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-group wp-container-content-c795c25f is-vertical is-layout-flex wp-container-core-group-is-layout-d6b9ab57 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"181\" height=\"34\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/ancestry.png\" alt=\"\" class=\"wp-image-14441\" style=\"object-fit:contain;width:140px;height:42px\"\/><\/figure>\n<\/div>\n\n\n\n<p class=\"has-background-color has-text-color has-link-color has-body-m-font-size wp-elements-fe964ce00521ce0746bc74137f72576f wp-container-content-9cfa9a5a\">&#8220;We can seamlessly compare and share experiments, debug and stop underperforming models. Comet has improved our efficiency.&#8221;<\/p>\n\n\n\n<div class=\"wp-block-group vc-testimonial-block__source is-flex is-vertical is-nowrap is-layout-flex wp-container-core-group-is-layout-3655d5c7 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail is-resized size-full is-style-rounded flex-shrink-0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/carol-anderson-150x150.jpeg\" alt=\"\" class=\"wp-image-14452\" style=\"object-fit:cover;width:68px;height:68px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/carol-anderson-150x150.jpeg 150w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/04\/carol-anderson.jpeg 200w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4b827052 wp-block-group-is-layout-flex\">\n<p class=\"has-accent-color has-text-color has-link-color wp-elements-93214cc62d3e51bafa1ab82dbf634233\" style=\"text-transform:uppercase\"><strong>Carol Anderson<\/strong><\/p>\n\n\n\n<p style=\"text-transform:uppercase\"><strong>Staff Data Scientist<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-customer-case-studies\" style=\"margin-top:var(--wp--preset--spacing--100)\">Customer Case Studies<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"border-top-color:var(--wp--preset--color--decorative-border);border-top-width:1px;border-bottom-style:none;border-bottom-width:0px;padding-top:var(--wp--preset--spacing--40);padding-bottom:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7fc3d43a wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:18%\">\n<figure class=\"wp-block-image wp-duotone-5f677e-ffffff-4\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/uber-tab.svg\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-xs-font-size\" style=\"text-decoration:none\"><a href=\"https:\/\/www.comet.com\/site\/customers\/uber\/\">How Scientists at Uber Use Comet to Manage Machine Learning Experiments<\/a><\/h2>\n\n\n\n<p>Scale is an interesting, often over-simplified challenge in machine learning. Intuitively, most everyone understands that bigger models require large amounts of resources (e.g., large datasets, computational power), but cost is just one piece of ML\u2019s scale problem.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a rel=\"\" target=\"\" href=\"https:\/\/www.comet.com\/site\/customers\/uber\/\" class=\"wp-block-button__link has-foreground-color has-text-color has-link-color wp-element-button\">Learn More<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-c0d5ccf6 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group flex-shrink-0 wp-container-content-2cb1e7d4 is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--8)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"27\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/industry-icon.svg\" alt=\"\" class=\"wp-image-13170\"\/><\/figure>\n<\/div>\n\n\n\n<p style=\"line-height:1.3\">Transportation<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-c0d5ccf6 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group flex-shrink-0 wp-container-content-2cb1e7d4 is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--8)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"19\" height=\"21\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/employee-icon.svg\" alt=\"\" class=\"wp-image-13171\"\/><\/figure>\n<\/div>\n\n\n\n<p style=\"line-height:1.3\">10,001+ employees<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"border-top-color:var(--wp--preset--color--decorative-border);border-top-width:1px;border-bottom-style:none;border-bottom-width:0px;padding-top:var(--wp--preset--spacing--40);padding-bottom:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7fc3d43a wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:18%\">\n<figure class=\"wp-block-image wp-duotone-5f677e-ffffff-5\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/cust-pento.svg\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-display-xs-font-size\" style=\"text-decoration:none\"><a href=\"https:\/\/www.comet.com\/site\/customers\/pentoai\/\">Using Comet Panels for Computer Vision at Pento.ai<\/a><\/h2>\n\n\n\n<p>We recently released a code-based custom visualization builder called Custom Panels. As part of the rollout, we\u2019re featuring user stories from some of the awesome Researchers using Comet as part of their R&amp;D toolkit.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-underline\"><a rel=\"\" target=\"\" href=\"https:\/\/www.comet.com\/site\/customers\/pentoai\/\" class=\"wp-block-button__link has-foreground-color has-text-color has-link-color wp-element-button\">Read the Case Study<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-c0d5ccf6 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group flex-shrink-0 wp-container-content-2cb1e7d4 is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--8)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"24\" height=\"27\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/industry-icon.svg\" alt=\"\" class=\"wp-image-13170\"\/><\/figure>\n<\/div>\n\n\n\n<p style=\"line-height:1.3\">Technology<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-c0d5ccf6 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group flex-shrink-0 wp-container-content-2cb1e7d4 is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--8)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"19\" height=\"21\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/employee-icon.svg\" alt=\"\" class=\"wp-image-13171\"\/><\/figure>\n<\/div>\n\n\n\n<p style=\"line-height:1.3\">11-50 employees<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-background-2-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--100)\">\n<h2 class=\"wp-block-heading has-text-align-center has-tertiary-color has-text-color has-link-color wp-elements-409ad738273aaa88b94e232c2c0c7fef\" id=\"h-integrations-with-the-leading-large-language-models-and-libraries-0\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">Integrations with the Leading Large Language Models and Libraries<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7b41f3e4 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/TensorFlow-Logo-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Tensorflow<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Keras-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Keras<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pytorch.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pytorch<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/HF-Logo.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">HuggingFace<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pytorch-Lightning-1.png\" alt=\"Pytorch Lightning logo\" class=\"wp-image-6017\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pytorch-Lightning-1.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pytorch-Lightning-1-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pytorch Lightning<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/XG-Boost-Svg.svg\" alt=\"XGBoost logo\" class=\"wp-image-16945\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">XGBoost<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/LightGBM.svg\" alt=\"LightGBM logo\" class=\"wp-image-16946\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">LightGBM<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Ludwig-Logo.svg\" alt=\"Ludwig Logo\" class=\"wp-image-16947\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Ludwig<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/MLFlow.svg\" alt=\"MLflow logo\" class=\"wp-image-16948\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">MLFlow<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Catalyst.svg\" alt=\"Catalyst Logo\" class=\"wp-image-16950\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Catalyst<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Pandas-Profiling.svg\" alt=\"Pandas Profiling Logo\" class=\"wp-image-16951\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pandas Profiling<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Plotly-Logo.svg\" alt=\"Plotly Logo\" class=\"wp-image-16952\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Plotly<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/RaY.svg\" alt=\"Ray Logo\" class=\"wp-image-16953\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Ray<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Prophet-Logo-svg.svg\" alt=\"Prophet logo\" class=\"wp-image-16955\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Prophet<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/PySpark-Logo.svg\" alt=\"PySpark logo\" class=\"wp-image-16956\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">PySpark<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Matplotlib-Logo.svg\" alt=\"Matplotlib logo\" class=\"wp-image-16957\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Matplotlib<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/NLP-Logo-svg.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Spark NLP<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/SweetViz-Logo.svg\" alt=\"Sweetviz Logo\" class=\"wp-image-16958\" style=\"width:100px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Sweetviz<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Shap-Logo.svg\" alt=\"Shap Logo\" class=\"wp-image-16960\" style=\"width:100px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Shap<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Scikit-Learn.svg\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Scikit Learn<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-tertiary-color has-text-color has-link-color wp-elements-edb925c3519812647e0619a6bccd9631\" id=\"h-integrations-with-third-party-tools\" style=\"margin-top:var(--wp--preset--spacing--100);margin-bottom:var(--wp--preset--spacing--50)\">Integrations With Third-Party Tools<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7b41f3e4 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Vertex-Ai.svg\" alt=\"Vertex AI logo\" class=\"wp-image-16962\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Vertex AI<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Sagemaker-svg_.svg\" alt=\"Sagemaker Logo\" class=\"wp-image-16964\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Sagemaker<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Metaflow-Logo.png\" alt=\"Metaflow Logo\" class=\"wp-image-6035\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Metaflow-Logo.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Metaflow-Logo-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Metaflow<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Kubeflow-logo.svg\" alt=\"Kubeflow Logo\" class=\"wp-image-16965\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Kubeflow<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/MossaicML.svg\" alt=\"MosaicML Logo\" class=\"wp-image-16966\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">MosaicML<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/GITLAB-LOGO.svg\" alt=\"GitLab logo\" class=\"wp-image-16967\" style=\"width:100px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">GitLab<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/bitbucket-logo.svg\" alt=\"Bitbucket Logo\" class=\"wp-image-16968\" style=\"width:100px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Bitbucket<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Github-logo.svg\" alt=\"GitHub logo\" class=\"wp-image-16969\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">GitHub<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/TensorFlow-Logo-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Tensorboard X<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO.png\" alt=\"Pythae LOGO\" class=\"wp-image-6041\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Pythae-LOGO-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Pythae<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/TensorFlow-Logo-1.png\" alt=\"\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-body-xs-font-size\">TensorFlow<br>Model<br>Analysis<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Gradio-Logo.png\" alt=\"Gradio Logo\" class=\"wp-image-6042\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Gradio-Logo.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Gradio-Logo-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Gradio<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/New-Relic-Logo.svg\" alt=\"New Relic Logo\" class=\"wp-image-16970\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">New Relic<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Annoy-Logo.png\" alt=\"Annoy Logo\" class=\"wp-image-6044\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Annoy-Logo.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Annoy-Logo-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Annoy<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/Anomalib-Logo.svg\" alt=\"Anomalib logo\" class=\"wp-image-16941\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Anomalib<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Aquarium-Learning-Logo.png\" alt=\"Aquarium Learning Logo\" class=\"wp-image-6046\" style=\"width:100px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Aquarium-Learning-Logo.png 200w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2023\/06\/Aquarium-Learning-Logo-150x150.png 150w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">Aquarium<br>Learning<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/YOLOV5.svg\" alt=\"YOLO v5 logo\" class=\"wp-image-16942\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">YOLOv5<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-foreground-border-color has-background-background-color has-background is-vertical is-content-justification-center is-layout-flex wp-container-core-group-is-layout-7c1ac086 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;padding-top:var(--wp--preset--spacing--16);padding-right:var(--wp--preset--spacing--16);padding-bottom:var(--wp--preset--spacing--16);padding-left:var(--wp--preset--spacing--16)\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/SpaCy-Logo-svg.svg\" alt=\"SpaCy logo\" class=\"wp-image-16972\" style=\"width:100px\"\/><\/figure>\n\n\n\n<p class=\"has-body-xs-font-size\">SpaCy<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-bottom:0\">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-fa1940ef wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<div class=\"wp-block-group alignwide has-background-color has-accent-background-color has-text-color has-background has-link-color wp-elements-1fe75d226b506934bf5d5239ab0c8c0d is-layout-constrained wp-container-core-group-is-layout-f0b99daf wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100);background-image:url(&apos;https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/pattern-4.png&apos;);background-position:50% 50%;background-size:cover;background-attachment:scroll;\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-fe8bf89e92ec1315df669b5624b83842\" id=\"h-ready-to-level-up-your-llms-nlp-and-cv-models-0\">Ready to level up your LLMs, NLP, and CV Models?<\/h2>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-2adc7c9c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-decorative-border-dark-background-color has-background wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/integrations\/llm\/langchain\/notebooks\/Comet_with_Langchain.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the LLM Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-decorative-border-dark-background-color has-background wp-element-button\" href=\"https:\/\/colab.research.google.com\/drive\/1v6UcWBLimYMj2oyLBadfZxdMAL5RN4lC?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the NLP Colab Notebook<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-decorative-border-dark-background-color has-background wp-element-button\" href=\"https:\/\/colab.research.google.com\/github\/comet-ml\/comet-examples\/blob\/master\/guides\/computer_vision\/Computer_Vision_with_Comet.ipynb?utm_source=advertising&amp;utm_medium=landing_page&amp;utm_campaign=retargeting\">Try the CV Colab Notebook<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/main>\n","protected":false},"excerpt":{"rendered":"<p>Level Up Your LLMs, NLP or CV Models Whether you\u2019re debugging, managing, or monitoring your LLMs, NLP, or CV models, Comet has you covered. Trusted by the most innovative ML teams Empower your LLM engineering journey with Comet LLMOps and gain unparalleled insights, efficient workflows, and enhanced performance. Integrations with the Leading Large Language Models [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"customer_name":"","customer_description":"","customer_industry":"","customer_technologies":"","customer_logo":"","footnotes":""},"coauthors":[108],"class_list":["post-5943","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Comet for LLM, NLP, CV<\/title>\n<meta name=\"description\" content=\"Whether you\u2019re debugging, managing, or monitoring your LLMs, CV, or NLP models, Comet has you covered. 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