szcf-weiya/ESL-CN

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

Jupyter Notebook

2,790

1,890 commits

updated Sep 22, 2026

esl.hohoweiya.xyz

See the code

README

ESL-CN

The Elements of Statistical Learning (ESL) 的中文翻译、代码实现及其习题解答。

习题解答

代码实现

EM 算法模拟
朴素贝叶斯进行文本挖掘
CART实现
AdaBoost实现R&Julia
MARS实现
RBM，或者可以查看 Jupyter Notebook
Gibbs
Self-organized Map
kernel estimation
Resampling Method: 包括交叉验证(cv)和自助法(bootstrap)
Neural Network: Simple Classification，Implementation for Section 11.6
高维问题例子: 例18.1的模拟

文献统计

Chap	AOS	JASA	JRSS	BKA	percentage
3	1	0	3	0	4/14
4	0	0	0	0	0/7
5	0	0	0	1	1/11
7	4	6	2	0	12/23
8	1	4	1	0	6/17
9	0	1	0	0	1/11
10	9	0	0	0	9/25
12	2	1	1	0	4/14
14	1	1	0	0	2/14
15	1	0	0	0	1/8
17	0	0	0	0	0/12
18	1	3	4	0	8/21
----	----	----	----	----	----

cpp

esl

esl-cn

julia

python

statistical-learning

Project health

Overall

2.3/10

Maintained

0/10

Code review

0/10

OpenSSF Scorecard

Significant stargazers

Chaofeng Chen

416 followers · starred Jan 2026

Haoshen Zhong

447 followers · starred Oct 2026

pengsida

2,861 followers · starred Sep 2017

Yuancheng0625

126 followers · starred Apr 2021

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szcf-weiya/ESL-CN

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

Jupyter Notebook

2,790

1,890 commits

updated Sep 22, 2026

esl.hohoweiya.xyz

See the code

README

ESL-CN

The Elements of Statistical Learning (ESL) 的中文翻译、代码实现及其习题解答。

习题解答

代码实现

EM 算法模拟
朴素贝叶斯进行文本挖掘
CART实现
AdaBoost实现R&Julia
MARS实现
RBM，或者可以查看 Jupyter Notebook
Gibbs
Self-organized Map
kernel estimation
Resampling Method: 包括交叉验证(cv)和自助法(bootstrap)
Neural Network: Simple Classification，Implementation for Section 11.6
高维问题例子: 例18.1的模拟

文献统计

Chap	AOS	JASA	JRSS	BKA	percentage
3	1	0	3	0	4/14
4	0	0	0	0	0/7
5	0	0	0	1	1/11
7	4	6	2	0	12/23
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14	1	1	0	0	2/14
15	1	0	0	0	1/8
17	0	0	0	0	0/12
18	1	3	4	0	8/21
----	----	----	----	----	----

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esl

esl-cn

julia

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statistical-learning

Project health

Overall

2.3/10

Maintained

0/10

Code review

0/10

OpenSSF Scorecard

Significant stargazers

Chaofeng Chen

416 followers · starred Jan 2026

Haoshen Zhong

447 followers · starred Oct 2026

pengsida

2,861 followers · starred Sep 2017

Yuancheng0625

126 followers · starred Apr 2021

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