Machine Learning Course Notes

🎓 ML Course Notes

A place to collaborate and share course notes on all topics related to machine learning, NLP, and AI.

WIP denotes work in progress

:new: denotes recently published notes

MIT 6.S191 Introduction to Deep Learning (2022) Website

Lectures by: Alexander Amini and Ava Soleimany

Introduction to Deep LearningBasic fundamentals of neural networks and deep learning.VideoNotesElvis
RNNs and TransformersIntroduction to recurrent neural networks and transformers.VideoNotesElvis
Deep Computer VisionDeep Neural Networks for Computer Vision.VideoNotesElvis
Deep Generative ModelingAutoencoders and GANs.VideoNotesElvis
Deep Reinforcement LearningDeep RL key concepts and DQNs.VideoNotes :new:Elvis
Limitations and New FrontiersLimitations and New Frontiers in Deep Learning.VideoWIPElvis
Autonomous Driving with LiDARAutonomous Driving with LiDAR.VideoWIPElvis

CS224N: Natural Language Processing with Deep Learning (2022) Website

Introduction and Word VectorsIntroduction to NLP and word vectors.VideoWIPElvis
Neural ClassifiersNeural Classifiers for NLP.VideoWIPElvis

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