{"id":486,"date":"2022-05-04T13:26:35","date_gmt":"2022-05-04T21:26:35","guid":{"rendered":"https:\/\/live-cometml.pantheonsite.io\/?page_id=486"},"modified":"2025-12-18T22:33:40","modified_gmt":"2025-12-18T22:33:40","slug":"ml-experiment-tracking","status":"publish","type":"page","link":"https:\/\/www.comet.com\/site\/products\/ml-experiment-tracking\/","title":{"rendered":"Experiment Management"},"content":{"rendered":"\n<div style=\"background-image:url(&apos;https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/pattern-3.png&apos;);background-position:100% 0%;background-repeat:no-repeat;background-size:680px;\" class=\"wp-block-group alignfull product-container is-layout-flow wp-block-group-is-layout-flow has-background\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignfull 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-columns alignwide is-layout-flex wp-container-core-columns-is-layout-0cd93624 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<p class=\"has-accent-color has-text-color has-link-color has-body-s-font-size wp-elements-f30218b3bf99afcb760f34edf29d7918\" style=\"font-style:normal;font-weight:600;letter-spacing:1.08px;line-height:1;text-transform:uppercase\"><strong>Experiment Management<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-14a62e327bd9a7b05cde0592fd4c9fef\">ML Experiment Tracking <\/h1>\n\n\n\n<p class=\"has-body-l-font-size\">Get automatic experiment tracking for machine learning. Version datasets, debug and reproduce models, visualize performance across training runs, and collaborate with teammates.<\/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\"><a class=\"wp-block-button__link wp-element-button\" href=\"\/signup\">Create Free Account<\/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.comet.com\/site\/about-us\/contact-us\/\">Book a Demo<\/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<figure class=\"wp-block-image size-large has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"590\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/experiment-management-hero-1024x590.png\" alt=\"\" class=\"wp-image-16252\" style=\"border-radius:8px;box-shadow:var(--wp--preset--shadow--natural)\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/experiment-management-hero-1024x590.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/experiment-management-hero-300x173.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/experiment-management-hero-768x442.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/experiment-management-hero.png 1306w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignfull has-tertiary-color has-custom-background-2-background-color has-text-color has-background has-link-color wp-elements-5d147376df05c0bd362025bd1b872166 is-layout-constrained wp-container-core-group-is-layout-7d45b109 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--160);padding-bottom:var(--wp--preset--spacing--160)\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\">Track, Compare, and Manage ML Models Using Your Current Workflow<\/h2>\n\n\n\n<p class=\"has-text-align-center\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--50)\">Add two lines of code to automatically track, manage, and optimize models for faster iteration. Keep using the tools, libraries, and frameworks you use today for ML experiment tracking.<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-comet-code-snippets alignwide comet-code-snippets\"><div class=\"comet-code-snippets__tablist\" role=\"tablist\"><\/div><div class=\"comet-code-snippets__content\">\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"640f80bd-bb31-423d-b0c8-b0fa44bb3ab9\"><button id=\"tab-640f80bd-bb31-423d-b0c8-b0fa44bb3ab9\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-640f80bd-bb31-423d-b0c8-b0fa44bb3ab9\"><span class=\"snippet-label\">Python<\/span><\/button><div id=\"panel-640f80bd-bb31-423d-b0c8-b0fa44bb3ab9\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-640f80bd-bb31-423d-b0c8-b0fa44bb3ab9\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-python\"><code>from comet_ml import Experiment\nimport keras\n\n# Initialize the Comet logger\nexperiment = Experiment()\n\n# Your code goes here\u2026<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"fa40d042-999a-4613-a0fc-6239d326e47c\"><button id=\"tab-fa40d042-999a-4613-a0fc-6239d326e47c\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-fa40d042-999a-4613-a0fc-6239d326e47c\"><span class=\"snippet-label\">Java<\/span><\/button><div id=\"panel-fa40d042-999a-4613-a0fc-6239d326e47c\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-fa40d042-999a-4613-a0fc-6239d326e47c\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-java\"><code>import ml.comet.experiment.Experiment;\nimport ml.comet.experiment.impl.OnlineExperiment;\n\npublic class Main {\npublic static void main(String[] args) {\n\n\/\/ Initialize the Comet logger\n\nExperiment experiment = new OnlineExperiment();\n\/\/ Your code goes here... }\n}<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n\n\n\n<div class=\"wp-block-comet-snippet comet-snippet\" id=\"bc654471-9dfc-444c-b5a2-0a6f697eae5e\"><button id=\"tab-bc654471-9dfc-444c-b5a2-0a6f697eae5e\" class=\"comet-snippet__tab\" role=\"tab\" aria-selected=\"false\" aria-controls=\"panel-bc654471-9dfc-444c-b5a2-0a6f697eae5e\"><span class=\"snippet-label\">R<\/span><\/button><div id=\"panel-bc654471-9dfc-444c-b5a2-0a6f697eae5e\" class=\"comet-snippet__panel\" role=\"tabpanel\" aria-labelledby=\"tab-bc654471-9dfc-444c-b5a2-0a6f697eae5e\" hidden><pre class=\"comet-snippet__code line-numbers prism-dark language-r\"><code>library(reticulate)\n# Import comet_ml Experiment from Python\n\ncomet_ml <- import(\"comet_ml\")\n\nexperiment <- comet_ml$Experiment()\n# Your code goes here\u2026<\/code><\/pre><button type=\"button\" class=\"comet-snippet__copy-button\" aria-label=\"Copy code to clipboard\">Copy<\/button><\/div><\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\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-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center\">Runs on any Infrastructure<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Deploy your way, using your requirements. We treat virtual private cloud (VPC) and on-premises environments as first-class citizens.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-content-justification-space-between is-nowrap is-layout-flex wp-container-core-group-is-layout-cb46ffcb wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"219\" height=\"131\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Amazon_Web_Services_Logo.svg-1.png\" alt=\"\" class=\"wp-image-14014\" style=\"width:72px\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"294\" height=\"196\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/35868522-b81474fe-0b2a-11e8-8108-7efe8ead8107-1.png\" alt=\"\" class=\"wp-image-14013\" style=\"width:98px\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"607\" height=\"95\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Google_Cloud_logo.svg-1.png\" alt=\"\" class=\"wp-image-14010\" style=\"width:200px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Google_Cloud_logo.svg-1.png 607w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Google_Cloud_logo.svg-1-300x47.png 300w\" sizes=\"auto, (max-width: 607px) 100vw, 607px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"404\" height=\"117\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Microsoft_Azure_Logo.svg-1.png\" alt=\"\" class=\"wp-image-14012\" style=\"width:134px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Microsoft_Azure_Logo.svg-1.png 404w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Microsoft_Azure_Logo.svg-1-300x87.png 300w\" sizes=\"auto, (max-width: 404px) 100vw, 404px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"478\" height=\"117\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/on-prem.png\" alt=\"\" class=\"wp-image-14011\" style=\"width:160px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/on-prem.png 478w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/on-prem-300x73.png 300w\" sizes=\"auto, (max-width: 478px) 100vw, 478px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-easy-integration\">One Platform to Train, Optimize, and Version Your Models<\/h2>\n\n\n\n<p class=\"has-text-align-center\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--50)\">Compare code, hyperparameters, metrics, predictions, dependencies, and system metrics to understand differences in model performance. Introduce a model registry for seamless handoffs to engineering. <\/p>\n\n\n\n<div 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-container-core-group-is-layout-fbc3937f wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-ea69a204 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-secondary-border-color is-vertical is-layout-flex wp-container-core-group-is-layout-035bdcd1 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;min-height:100%;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<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"92\" height=\"92\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2022\/06\/Experiment-Tracking-C.svg\" alt=\"Experiment tracking\" class=\"wp-image-1620\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-display-xxs-font-size\" id=\"h-monitor-and-detect-drift\">Experiment Tracking<\/h3>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Capture and visualize the data you need to train, analyze, and retrain models.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-stretch is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group has-border-color has-secondary-border-color is-vertical is-layout-flex wp-container-core-group-is-layout-035bdcd1 wp-block-group-is-layout-flex\" style=\"border-width:1px;border-radius:12px;min-height:100%;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<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"110\" height=\"83\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2022\/06\/Model-Management-C.svg\" alt=\"Icon image with file folder and padlock\" class=\"wp-image-1596\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-display-xxs-font-size\" id=\"h-observability-for-the-complete-ml-lifecycle\">Model Management and Registry<\/h3>\n<\/div>\n\n\n\n<p class=\"has-text-align-left\">Freeze, share, and reuse your highest-performing models with version control.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\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=\"padding-top:var(--wp--preset--spacing--100);padding-bottom:var(--wp--preset--spacing--100)\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-4128961050d349d63e7a02cd6a3f0a22\">Best-In-Class Visualizations<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-3e20c923 wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-5a30f31b wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-32117d9c wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8a042a61d8abc0cfcb576b2c425cbe4f\">Built-in Charts<\/h3>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Easily track training metrics in real time, compare performance, debug, and evaluate models faster with built-in code panels.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-custom-decorative-border-dark-border-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;background:linear-gradient(44deg,rgb(26,30,45) 0%,rgb(43,46,82) 100%);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management.png\" alt=\"\" class=\"wp-image-18723\" style=\"border-radius:8px\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management.png 1920w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management-300x169.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management-1024x576.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management-768x432.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/12\/ml-experiment-management-1536x864.png 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-5a30f31b wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-32117d9c wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8a042a61d8abc0cfcb576b2c425cbe4f\">Create Your Own<\/h3>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Easily implement your own dynamic visualizations using Matplotlib, Plotly, or your favorite library with Comet Code Panels.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-custom-decorative-border-dark-border-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;background:linear-gradient(44deg,rgb(26,30,45) 0%,rgb(43,46,82) 100%);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1107\" height=\"583\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/06\/ml-experiment-visualization.svg\" alt=\"\" class=\"wp-image-16783\" style=\"border-radius:8px\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-dcadb29ee04a2aa6de70b944206c4149\">Train and Iterate Faster<\/h2>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-3e20c923 wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-5a30f31b wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-32117d9c wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8a042a61d8abc0cfcb576b2c425cbe4f\">Filters to Analyze Training Runs<\/h3>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Create filters for your experiments based on their attributes to support faster analysis and iteration during ML experiment tracking.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-custom-decorative-border-dark-border-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;background:linear-gradient(44deg,rgb(26,30,45) 0%,rgb(43,46,82) 100%);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Filtering-1-2-e1750095421265.png\" alt=\"\" class=\"wp-image-14073\" style=\"border-radius:8px\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-5a30f31b wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-32117d9c wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8a042a61d8abc0cfcb576b2c425cbe4f\">Fully Customizable Project Views<\/h3>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Collect your experiments in a project, where you can manage, analyze, share, and make notes on them.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-custom-decorative-border-dark-border-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;background:linear-gradient(44deg,rgb(26,30,45) 0%,rgb(43,46,82) 100%);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Save-views-1-e1750095612997.png\" alt=\"\" class=\"wp-image-14073\" style=\"border-radius:8px\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide is-layout-constrained wp-container-core-group-is-layout-5a30f31b wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-32117d9c wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-text-align-center has-background-color has-text-color has-link-color wp-elements-8a042a61d8abc0cfcb576b2c425cbe4f\">Workspaces to Collaborate<\/h3>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">Use your workspace for personal and public projects. Create team workspaces for easy collaboration.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-border-color has-custom-decorative-border-dark-border-color has-background is-layout-constrained wp-container-core-group-is-layout-f611be13 wp-block-group-is-layout-constrained\" style=\"border-width:1px;border-radius:8px;background:linear-gradient(44deg,rgb(26,30,45) 0%,rgb(43,46,82) 100%);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img decoding=\"async\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Workspaces-1-e1750095739635.png\" alt=\"\" class=\"wp-image-14073\" style=\"border-radius:8px\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide vc-3col-block is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--160);margin-bottom:var(--wp--preset--spacing--160)\">\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-background-color has-text-color has-link-color wp-elements-1a0fa76ba063dbda953c7f226705ba82\">Publish Models to a Registry<\/h2>\n\n\n\n<div class=\"wp-block-columns u-padding-top--0 u-padding-bottom--xl 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:33.33%\">\n<figure class=\"wp-block-image size-large u-margin-bottom--sm u-img-drop-shadow--lite\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1024x511.png\" alt=\"save model versions in Comet platform\" class=\"wp-image-14044\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1024x511.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-768x383.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149.png 1143w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-body-m-font-size\">Save model versions from the best experiments. Manage deployment stages with tags and webhooks.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large u-margin-bottom--sm u-img-drop-shadow--lite\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"509\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1-1024x509.png\" alt=\"Artifact Lineage in Comet\" class=\"wp-image-14045\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1-1024x509.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1-300x149.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1-768x382.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-1.png 1146w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-body-m-font-size\">Easily track a model lifecycle and lineage from model binary, through experiment tracking to training datasets.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large u-margin-bottom--sm u-img-drop-shadow--lite\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-2-1024x511.png\" alt=\"MPM in Comet\" class=\"wp-image-14046\" srcset=\"https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-2-1024x511.png 1024w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-2-300x150.png 300w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-2-768x383.png 768w, https:\/\/www.comet.com\/site\/wp-content\/uploads\/2025\/03\/Frame-6149-2.png 1143w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-body-m-font-size\">Compare the performance of models in production with their baselines in training.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/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: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-913b3d1175baaf6000b981ff2671022c is-layout-constrained wp-container-core-group-is-layout-2903e0de wp-block-group-is-layout-constrained\" style=\"border-radius:12px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50);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-c2bd0302519f120fb6fc60dfafbc0b43\" id=\"h-get-started-today-for-free\" style=\"margin-top:var(--wp--preset--spacing--24)\">Get started today for free.<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-m-font-size\">You don\u2019t need a credit card to sign up, and your Comet account comes with a generous free tier you can actually use\u2014for as long as you like.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-0cecd2bf wp-block-buttons-is-layout-flex\" style=\"margin-bottom:var(--wp--preset--spacing--24)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-tertiary-background-color has-background wp-element-button\" href=\"\/signup\">Create Free Account<\/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.comet.com\/site\/about-us\/contact-us\/\">Contact Sales<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Runs on any Infrastructure Deploy your way, using your requirements. We treat virtual private cloud (VPC) and on-premises environments as first-class citizens. Experiment Tracking Capture and visualize the data you need to train, analyze, and retrain models. Model Management and Registry Freeze, share, and reuse your highest-performing models with version control. Best-In-Class Visualizations Train and [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":0,"parent":536,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-pages-dark","meta":{"customer_name":"","customer_description":"","customer_industry":"","customer_technologies":"","customer_logo":"","footnotes":""},"coauthors":[108],"class_list":["post-486","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>ML Experiment Tracking | Comet<\/title>\n<meta name=\"description\" content=\"Get automatic experiment tracking for ML with tools to version datasets, debug and reproduce models, visualize performance, and collaborate with teammates.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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