参考：[机器学习入门] 经典台大李宏毅机器学习课程从这里开始
| TOPIC | BLOG | VIDEO | |
|---|---|---|---|
| 【1】Learning Map（学习导图） | blog | video | |
| 【2】Regression：Case Study ；回归：案例研究 | blog | video | |
| 【3】Gradient Descent ；梯度下降 | blog | video | |
| 【4】Where does the error come from? ；误差分析 | blog | video | |
| 【5】Classification: Probabilistic Generative Model；分类：概率生成模型 | blog | video | |
| 【6】Classification: Logistic Regression；Logistic回归 | blog | video | |
| 【7】Brief Introduction of Deep Learning；深度学习简介 | blog | video | |
| 【8】Backpropagation；反向传播算法 | blog | video | |
| 【9】“Hello world” of deep learning；初探深度学习 | blog | video | |
| 【10】Tips for Deep Learning；深度学习小贴士 | blog | video | |
| 【11】Convolutional Neural Network；卷积神经网络 | blog | video | |
| 【12】Why Deep Learning? ; 为什么是深度学习？ | blog | video | |
| 【13】Semi-supervised Learning ;半监督学习 | blog | video | |
| 【14】Unsupervised Learning: Linear Dimension Reduction；线性降维 | blog | video | |
| 【15】Unsupervised Learning: Word Embedding；无监督学习：词嵌入 | blog | video | |
| 【16】Unsupervised Learning: Neighbor Embedding；无监督学习：邻域嵌套 | blog | video | |
| 【17】Unsupervised Learning: Deep Auto-encoder；无监督学习：深度自动编码器 | blog | video | |
| 【18】Deep Generative Model-part 1：深度生成模型-part 1 | blog | video | |
| 【19】Deep Generative Model-part 2：深度生成模型-part 2 | blog | video | |
| 【20】Deep Generative Model-part 3：深度生成模型-part 3 | blog | video | |
| 【21】Transfer Learning part 1 ; 迁移学习 part 1 | blog | video | |
| 【22】Transfer Learning part 2；迁移学习 part 2 | blog | video | |
| 【23】Support Vector Machine；支持向量机 | blog | video | |
| 【24】introduction of Structured Learning;结构化学习介绍 | blog | video | |
| 【25】Structured Linear Model；结构化预测-线性模型 | blog | video | |
| 【26】Structured Support Vector Machine part 1;结构化支持向量机part 1 | blog | video | |
| 【27】Structured SVM part 2；结构化支持向量机 part 2 | blog | video | |
| 【28】Structured SVM part 3 ;结构化支持向量机 part 3 | blog | video | |
| 【29】Sequence Labeling Problem part 1;结构化预测-序列标记 part 1 | blog | video | |
| 【30】Sequence Labeling Problem part 2 ;结构化预测-序列标记 part 2 | blog | video | |
| 【31】Sequence Labeling Problem part 3 ;结构化预测-序列标记 part 3 | blog | video | |
| 【32】Recurrent Neural Network part 1;循环神经网络 part 1 | blog | video | |
| 【33】Recurrent Neural Network part 2;循环神经网络 part 2 | blog | video | |
| 【34】Recurrent Neural Network part 3;循环神经网络 part 3 | blog | video | |
| 【35】Ensemble；集成方法 | blog | video | |
| 【36】Ensemble part 2；集成方法 part 2 | blog | video | |
| 【37】Deep Reinforcement Learning;深度增强学习入门 | blog | video | |
| 【38】李宏毅机器学习课程回顾 + 接下来的学习声明 | blog | ||
| 【39】李宏毅机器学习课程从这里开始 | blog |
相关链接：
课程主页：http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML16.html
PPT打包下载：http://speech.ee.ntu.edu.tw/~tlkagk/courses/ML_2016/all.rar
详细版如下：
| TOPIC | CONTENTS | BLOG | VIDEO | |
|---|---|---|---|---|
| 【1】Learning Map（学习导图） |  |
blog | video | |
| 【2】Regression：Case Study ；回归：案例研究 |  |
blog | video | |
| 【3】Gradient Descent ；梯度下降 |  |
blog | video | |
| 【4】Where does the error come from? ；误差分析 |  |
blog | video | |
| 【5】Classification: Probabilistic Generative Model；分类：概率生成模型 |  |
blog | video | |
| 【6】Classification: Logistic Regression；Logistic回归 |  |
blog | video | |
| 【7】Brief Introduction of Deep Learning；深度学习简介 |  |
blog | video | |
| 【8】Backpropagation；反向传播算法 |  |
blog | video | |
| 【9】“Hello world” of deep learning；初探深度学习 |  |
blog | video | |
| 【10】Tips for Deep Learning；深度学习小贴士 |  |
blog | video | |
| 【11】Convolutional Neural Network；卷积神经网络 |  |
blog | video | |
| 【12】Why Deep Learning? ; 为什么是深度学习？ |  |
blog | video | |
| 【13】Semi-supervised Learning ;半监督学习 |  |
blog | video | |
| 【14】Unsupervised Learning: Linear Dimension Reduction；线性降维 |  |
blog | video | |
| 【15】Unsupervised Learning: Word Embedding；无监督学习：词嵌入 |  |
blog | video | |
| 【16】Unsupervised Learning: Neighbor Embedding；无监督学习：邻域嵌套 |  |
blog | video | |
| 【17】Unsupervised Learning: Deep Auto-encoder；无监督学习：深度自动编码器 |  |
blog | video | |
| 【18】Deep Generative Model-part 1：深度生成模型-part 1 |  |
blog | video | |
| 【19】Deep Generative Model-part 2：深度生成模型-part 2 |  |
blog | video | |
| 【20】Deep Generative Model-part 3：深度生成模型-part 3 |  |
blog | video | |
| 【21】Transfer Learning part 1 ; 迁移学习 part 1 |  |
blog | video | |
| 【22】Transfer Learning part 2；迁移学习 part 2 |  |
blog | video | |
| 【23】Support Vector Machine；支持向量机 |  |
blog | video | |
| 【24】introduction of Structured Learning;结构化学习介绍 |  |
blog | video | |
| 【25】Structured Linear Model；结构化预测-线性模型 |  |
blog | video | |
| 【26】Structured Support Vector Machine part 1;结构化支持向量机part 1 |  |
blog | video | |
| 【27】Structured SVM part 2；结构化支持向量机 part 2 |  |
blog | video | |
| 【28】Structured SVM part 3 ;结构化支持向量机 part 3 |  |
blog | video | |
| 【29】Sequence Labeling Problem part 1;结构化预测-序列标记 part 1 |  |
blog | video | |
| 【30】Sequence Labeling Problem part 2 ;结构化预测-序列标记 part 2 |  |
blog | video | |
| 【31】Sequence Labeling Problem part 3 ;结构化预测-序列标记 part 3 |  |
blog | video | |
| 【32】Recurrent Neural Network part 1;循环神经网络 part 1 |  |
blog | video | |
| 【33】Recurrent Neural Network part 2;循环神经网络 part 2 |  |
blog | video | |
| 【34】Recurrent Neural Network part 3;循环神经网络 part 3 |  |
blog | video | |
| 【35】Ensemble；集成方法 |  |
blog | video | |
| 【36】Ensemble part 2；集成方法 part 2 |  |
blog | video | |
| 【37】Deep Reinforcement Learning;深度增强学习入门 |  |
blog | video | |
| 【38】李宏毅机器学习课程回顾 + 接下来的学习声明 |  |
blog | ||
| 【39】李宏毅机器学习课程从这里开始 | 本文 | blog |
相关链接：
课程主页：http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML16.html
PPT打包下载：http://speech.ee.ntu.edu.tw/~tlkagk/courses/ML_2016/all.rar