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Stanford Research Series: Grand Digital Piano: Multimodal Transfer of Learning of Sound and Touch
Authors: Ernesto Evgeniy Sanches Shayda (esanches@stanford.edu), Ilkyu Lee (lqlee@stanford.edu) I. MOTIVATION Musical instruments have evolved during thousands of years allowing…
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Estimating Uncertainty in Machine Learning Models — Part 3
Check out part 1 (here)and part 2 (here) of this series In the last part of our series on…
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Stanford Research Series: Making Trading Great Again: Trump-based Stock Predictions via doc2vec Embeddings
Authors: Rifath Rashid (rifath@stanford.edu) and Anton de Leon (aadeleon@atanford.edu) 1 Introduction The question of how accurately Twitter posts can model…
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Estimating Uncertainty in Machine Learning Models – Part 2
You can check out part 1 of this series here In part 1 of this series, we discussed the sources…
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Stanford Research Series: Climate Classification Using Landscape Images
Authors: Drake Johnson (drakej@stanford.edu), Tim Ngo (ngotm@stanford.edu), Augusto Fernandez (afyrxr@stanford.edu) I. Introduction: Recently, there has been an increase in interest…
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Stanford Research Series: Exploring Model Architectures and View-Specific Models for Chest Radiograph Diagnoses
Authors: Danny Takeuchi (dtakeuch@stanford.edu), Raymond Thai (raythai@stanford.edu), Kevin Tran (ktran23@stanford.edu) This project tackles several current issues with automated chest X-ray…
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Estimating Uncertainty in Machine Learning Models — Part 1
“We demand rigidly defined areas of doubt and uncertainty!” – Douglas Adams, The Hitchhiker’s Guide to the Galaxy Why…
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Getting Started with Natural Language Processing: US Airline Sentiment Analysis
Sections Introduction to NLP Dataset Exploration NLP Processing Training Hyperparameter Optimization Resources for Future Learning Introduction to NLP Natural Language…
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Selecting the right weight initialization for your deep neural network
Part 1 of a two part series The weight initialization technique you choose for your neural network can determine…
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Research Series: Understanding Generalization through Visualizations
By Ronny Huang, July 2019 Ronny Huang is a postdoc student at The University of Maryland and researcher in residence…