李宏毅-深度学习Note
视频链接：机器学习-李宏毅(2019) Machine Learning
参考：李宏毅 深度学习19（完整版）国语】机器学习 深度学习
- 目录
- P1ML Lecture 0 - Introduction of Machine Learning
- P2ML Lecture 1 - Regression - Case Study
- P3ML Lecture 1 - Regression - Demo
- P4ML Lecture 2 - Where does the error come from
- P5ML Lecture 3-1 - Gradient Descent
- P6ML Lecture 3-2 - Gradient Descent (Demo by AOE)
- P7ML Lecture 3-3 - Gradient Descent (Demo by Minecraft)
- P8ML Lecture 4 - Classification
- P9ML Lecture 5 - Logistic Regression
- P10ML Lecture 6 - Brief Introduction of Deep Learning-Dr
- P11ML Lecture 7 - Backpropagation
- P12ML Lecture 8-1 - “Hello world” of deep learning
- P13ML Lecture 8-2 - Keras 2.0
- P14ML Lecture 8-3 - Keras Demo
- P15ML Lecture 9-1 - Tips for Training DNN
- P16ML Lecture 9-2 - Keras Demo 2
- P17ML Lecture 9-3 - Fizz Buzz in Tensorflow (sequel)
- P18ML Lecture 10 - Convolutional Neural Network
- P19ML Lecture 11 - Why Deep- P20ML Lecture 12 - Semi-supervised
- P21ML Lecture 13 - Unsupervised Learning - Linear Methods
- P22ML Lecture 14 - Unsupervised Learning - Word Embedding
- P23ML Lecture 15 - Unsupervised Learning - Neighbor Embedding
- P24ML Lecture 16 - Unsupervised Learning - Auto-encoder
- P25ML Lecture 17 - Unsupervised Learning - Deep Generative Model (Part I)
- P26ML Lecture 18 - Unsupervised Learning - Deep Generative Model (Part II)
- P27ML Lecture 19 - Transfer Learning
- P28ML Lecture 20 - Support Vector Machine (SVM)
- P29ML Lecture 21-1 - Recurrent Neural Network (Part I)
- P30ML Lecture 21-2 - Recurrent Neural Network (Part II)
- P31ML Lecture 22 - Ensemble
- P32ML Lecture 23-1 - Deep Reinforcement Learning
- P33ML Lecture 23-2 - Policy Gradient (Supplementary Explanation)
- P34ML Lecture 23-3 - Reinforcement Learning (including Q-learning)
- P35 Structured Learning 1 - Introduction
- P36 Structured Learning 2 - Linear Model
- P37 Structured Learning 3 - Structured SVM
- P38 Structured Learning 4 - Sequence Labeling
相关链接：【1】李宏毅-深度学习Note（Lecture 0-2 Introduction Regression）
转载：https://blog.csdn.net/qq_39564555/article/details/101974925
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