资料|台大教授：全套机器学习技巧课程（中文视频）

欢迎加入AISDK开发者社群>>

1.1 Linear SVM - Course Introduction

https://www.bilibili.com/video/av12469267/#page=1

1.2 Linear SVM - Large-Margin Separating Hyperplane

https://www.bilibili.com/video/av12469267/#page=2

1.3 Linear SVM - Standard Large-Margin Problem

https://www.bilibili.com/video/av12469267/#page=3

1.4 Linear SVM - Support Vector Machine

https://www.bilibili.com/video/av12469267/#page=4

1.5 Linear SVM - Reasons behind Large-Margin Hyperplane

https://www.bilibili.com/video/av12469267/#page=5

2.1 Dual Support Vector Machine - Motivation of Dual SVM

https://www.bilibili.com/video/av12469267/#page=6

2.2 Dual Support Vector Machine - Largange Dual SVM

https://www.bilibili.com/video/av12469267/#page=7

2.3 Dual Support Vector Machine - Solving Dual SVM

https://www.bilibili.com/video/av12469267/#page=8

2.4 Dual Support Vector Machine - Messages behind Dual SVM

https://www.bilibili.com/video/av12469267/#page=9

3.1 Kernel Support Vector Machine - Kernel Trick

https://www.bilibili.com/video/av12469267/#page=10

3.2 Kernel Support Vector Machine - Polynomial Kernel

https://www.bilibili.com/video/av12469267/#page=11

3.3 Kernel Support Vector Machine - Gaussian Kernel

https://www.bilibili.com/video/av12469267/#page=12

3.4 Kernel Support Vector Machine - Comparison of Kernels

https://www.bilibili.com/video/av12469267/#page=13

4.1 Soft-Margin Support Vector Machine - Motivation and Primal

https://www.bilibili.com/video/av12469267/#page=14

4.2 Soft-Margin Support Vector Machine - Dual Problem

https://www.bilibili.com/video/av12469267/#page=15

4.3 Soft-Margin Support Vector Machine - Messages

https://www.bilibili.com/video/av12469267/#page=16

4.4 Soft-Margin Support Vector Machine - Model Selection

https://www.bilibili.com/video/av12469267/#page=17

5.1 Kernel Logistic Regression - Soft-Margin SVM as Regularized

https://www.bilibili.com/video/av12469267/#page=18

5.2 Kernel Logistic Regression - SVM versus Logistic Regression

https://www.bilibili.com/video/av12469267/#page=19

5.3 Kernel Logistic Regression - SVM for Soft Binary

https://www.bilibili.com/video/av12469267/#page=20

5.4 Kernel Logistic Regression - Kernel Logistic Regression

https://www.bilibili.com/video/av12469267/#page=21

6.1 Support Vector Regression - Kernel Ridge Regression

https://www.bilibili.com/video/av12469267/#page=22

6.2 Support Vector Regression - Support Vector Regression Primal

https://www.bilibili.com/video/av12469267/#page=23

6.3 Support Vector Regression - Support Vector Regression Dual

https://www.bilibili.com/video/av12469267/#page=24

6.4 Support Vector Regression - Summary of Kernel Models

https://www.bilibili.com/video/av12469267/#page=25

7.1 Blending and Bagging - Motivation of Aggregation

https://www.bilibili.com/video/av12469267/#page=26

7.2 Blending and Bagging - Uniform Blending

https://www.bilibili.com/video/av12469267/#page=27

7.3 Blending and Bagging - Linear and Any Blending

https://www.bilibili.com/video/av12469267/#page=28

7.4 Blending and Bagging - Bagging (Bootstrap Aggregation)

https://www.bilibili.com/video/av12469267/#page=29

8.1 Adaptive Boosting - Motivation of Boosting

https://www.bilibili.com/video/av12469267/#page=30

8.2 Adaptive Boosting - Diversity by Re-weighting

https://www.bilibili.com/video/av12469267/#page=31

8.3 Adaptive Boosting - Adaptive Boosting Algorithm

https://www.bilibili.com/video/av12469267/#page=32

8.4 Adaptive Boosting - Adaptive Boosting in Action

https://www.bilibili.com/video/av12469267/#page=33

9.1 Decision Tree - Decision Tree Hypothesis

https://www.bilibili.com/video/av12469267/#page=34

9.2 Decision Tree - Decision Tree Algorithm

https://www.bilibili.com/video/av12469267/#page=35

9.3 Decision Tree - Decision Tree Heuristics in C&RT

https://www.bilibili.com/video/av12469267/#page=36

9.4 Decision Tree - Decision Tree in Action

https://www.bilibili.com/video/av12469267/#page=37

10.1 Random Forest - Random Forest Algorithm

https://www.bilibili.com/video/av12469267/#page=38

10.2 Random Forest - Out-of-bag Estimate

https://www.bilibili.com/video/av12469267/#page=39

10.3 Random Forest - Feature Selection

https://www.bilibili.com/video/av12469267/#page=40

10.4 Random Forest - Random Forest in Action

https://www.bilibili.com/video/av12469267/#page=41

11.1 Gradient Boosted Decision Tree - AdaBoost Decision Tree

https://www.bilibili.com/video/av12469267/#page=42

11.2 Gradient Boosted Decision Tree - Optimization of AdaBoost

https://www.bilibili.com/video/av12469267/#page=43

11.3 Gradient Boosted Decision Tree - Gradient Boosting

https://www.bilibili.com/video/av12469267/#page=44

11.4 Gradient Boosted Decision Tree - Summary of Aggregation

https://www.bilibili.com/video/av12469267/#page=45

12.1 Neural Network - Motivation

https://www.bilibili.com/video/av12469267/#page=46

12.2 Neural Network - Neural Network Hypothesis

https://www.bilibili.com/video/av12469267/#page=47

12.3 Neural Network - Neural Network Learning

https://www.bilibili.com/video/av12469267/#page=48

12.4 Neural Network - Optimization and Regularization

https://www.bilibili.com/video/av12469267/#page=49

13.1 Deep Learning - Deep Neural Network

https://www.bilibili.com/video/av12469267/#page=50

13.2 Deep Learning -Autoencoder

https://www.bilibili.com/video/av12469267/#page=51

13.3 Deep Learning -Denoising Autoencoder

https://www.bilibili.com/video/av12469267/#page=52

13.4 Deep Learning - Principal Component Analysis

https://www.bilibili.com/video/av12469267/#page=53

14.1 Radial Basis Function Network - RBF Network Hypothesis

https://www.bilibili.com/video/av12469267/#page=54

14.2 Radial Basis Function Network - RBF Network Learning

https://www.bilibili.com/video/av12469267/#page=55

14.3 Radial Basis Function Network - k-Means Algorithm

https://www.bilibili.com/video/av12469267/#page=56

14.4 Radial Basis Function Network - k-Means and RBFNet in Action

https://www.bilibili.com/video/av12469267/#page=57

15.1 Matrix Factorization - Linear Network Hypothesis

https://www.bilibili.com/video/av12469267/#page=58

15.2 Matrix Factorization - Basic Matrix Factorization

https://www.bilibili.com/video/av12469267/#page=59

15.3 Matrix Factorization - Stochastic Gradient Descent

https://www.bilibili.com/video/av12469267/#page=60

15.4 Matrix Factorization - Summary of Extraction Models

https://www.bilibili.com/video/av12469267/#page=61

16.1 Finale - Feature Exploitation Techniques

https://www.bilibili.com/video/av12469267/#page=62

16.2 Finale - Error Optimization Techniques

https://www.bilibili.com/video/av12469267/#page=63

16.3 Finale - Overfitting Elimination Techniques

https://www.bilibili.com/video/av12469267/#page=64

16.4 Finale - Machine Learning in Practice

https://www.bilibili.com/video/av12469267/#page=65

热门文章推荐

重磅|腾讯公布首批25个人工智能加速器项目名单！

国家战略：国务院发布“新一代人工智能发展规划”

京东发布登月机器学习平台：为第四次零售革命输出AI能力

重磅|中国870家的AI公司融资905亿人民币！

浙大女科学家解密：从最后一面逆袭第一名！

资料|麻省理工课程：深度学习数据基础（PPT）

推荐| 40张动态图详解全部传感器关注原理！

！警惕中国人工智能有一只推荐算法叫：莆田系算法！

百度阿波罗：无人驾驶技术发展成熟仅需3年左右！

阿里出了个Take Go无人便利店，比亚马逊还厉害！