References-Westlake Machine Learning

Main Textbooks

·Deep Learning, I. Goodfellow, Y. Bengio, A. Courville. Book PDF Slides Intro video
·Pattern Classification, R.O. Duda, P.E. Hart, and D.G. Stork. Book PDF

MIT Deep Learning Lectures (Video List)

·Deep Learning Basics: Introduction and Overview

·Introduction to Deep Learning

·Convolutional Neural Networks

·Recurrent Neural Networks

·Deep Generative Modeling

·Deep Reinforcement Learning

·Deep Learning State of the Art (2020)

Stanford Deep Learning Lectures (Video List)

·Pattern Classification

·Loss Functions and Optimization

·Introduction to Neural Networks

·Convolutional Neural Networks

·CNN Architectures

·Recurrent Neural Networks

·Deep Generative Modeling

·Deep Reinforcement Learning

李宏毅 Machine Learning Course (Video List)

·Introduction of Machine Learning

·Brief Introduction of Deep Learning

·Backpropagation

·Convolutional Neural Network

·Deep Generative Model

·Recurrent Neural Network

·Transfer Learning

·Deep Reinforcement Learning

Linear Algebra and Matrix

·Linear Algebra for Machine-Learning Learning

Probability and Statistics

·Probability and Statistics for Machine Learning 

Calculus and Optimization

·Optimization for Machine Learning

Practical Guide

·Improving Deep Neural Networks

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