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# 🍅🍅《统计学习方法:李航》笔记 从原理到实现 基于R | ||
## 简介 | ||
## 笔记简介 🤓👀 ![](https://img.shields.io/github/stars/DefTruth/statistic-learning-R-note.svg?style=social) ![](https://img.shields.io/github/forks/DefTruth/statistic-learning-R-note.svg?style=social) ![](https://img.shields.io/github/watchers/DefTruth/statistic-learning-R-note.svg?style=social) | ||
这是一份非常详细的学习笔记,200页左右,包含了很多详细的公式推导和案例实践,已经整理成pdf,有详细的目录。这份笔记是自己在研究生阶段入门ML的时候写的,总之,从0到1是一个很有趣的过程。由于R和ML是同时接触,所以笔记中附的代码是用`R`写的,基于R语言的`S3`类和`泛型函数`。如果你凑巧发现了这本笔记,并正好在学习机器学习,那么我会【强烈推荐】👏👋你把这份笔记下载下来,结合《统计学习方法》看,相信一定会让你不虚此行。(如果觉得有用,不妨给个🌟👆🏻Star支持一下吧~) | ||
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## 更新 | ||
[2022/01/24] 转眼,就已经过去4年多了,偶尔回来看看自己当初的留下热情,告诉自己要不忘初心。 | ||
## 近期更新 🤗🎉🎉 | ||
- [2022/08/20] 更新文档,发布 [release v0.1.0](https://github.com/DefTruth/statistic-learning-R-note/releases) | ||
- [2022/01/24] 转眼,就已经过去4年多了,偶尔回来看看自己当初的留下热情,告诉自己要不忘初心。 | ||
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## 我的新开源项目 | ||
## 新开源项目 🔥🔥🔥 | ||
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![logo-v3](https://user-images.githubusercontent.com/31974251/153695197-bfc6ca36-23a5-481b-b71f-b070569eb37b.png) | ||
![[logo-v3](https://github.com/DefTruth/lite.ai.toolkit)](docs/lite.ai.toolkit.png) | ||
[🛠Lite.Ai.ToolKit](https://github.com/DefTruth/lite.ai.toolkit): 一个轻量级的C++ AI模型工具箱,用户友好(还行吧),开箱即用。已经包括 100+ 流行的开源模型。这是一个根据个人兴趣整理的C++工具箱,, 涵盖目标检测、人脸检测、人脸识别、语义分割、抠图等领域。详见 Model Zoo 和 ONNX Hub 、MNN Hub 、TNN Hub 、NCNN Hub. [若是有用,❤️不妨给个⭐️🌟支持一下吧,感谢支持~] ![](https://img.shields.io/github/stars/DefTruth/lite.ai.toolkit.svg?style=social) ![](https://img.shields.io/github/forks/DefTruth/lite.ai.toolkit.svg?style=social) ![](https://img.shields.io/github/watchers/DefTruth/lite.ai.toolkit.svg?style=social) | ||
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## PDF下载 ✅✅ | ||
- [李航《统计学习方法》笔记--从原理到实现:基于R.pdf](李航《统计学习方法》笔记--从原理到实现:基于R.pdf) | ||
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* [🍅🍅Lite.AI.ToolKit: A lite C++ toolkit of awesome AI models.](https://github.com/DefTruth/lite.ai.toolkit) | ||
## 引用本项目 🎉🎉 | ||
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```BibTeX | ||
@misc{statistic-learning-R-note, | ||
title={statistic-learning-R-note}, | ||
url={https://github.com/DefTruth/statistic-learning-R-note}, | ||
note={Open-source software available at https://github.com/DefTruth/statistic-learning-R-note}, | ||
author={Yan Jun}, | ||
year={2017} | ||
} | ||
``` | ||
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## 目录 | ||
<img width="1810" alt="2" src="https://user-images.githubusercontent.com/31974251/150814984-e1864b56-f20c-4cbb-95ad-923615cdae43.png"> | ||
<img width="1809" alt="3" src="https://user-images.githubusercontent.com/31974251/150814998-af10aa95-873f-4b09-8c0b-61b094d96d89.png"> | ||
<img width="1810" alt="4" src="https://user-images.githubusercontent.com/31974251/150815019-c1c94a46-d398-4cb9-93ed-469218bedad6.png"> | ||
## 笔记目录 👏👋 | ||
![](目录/1.png) | ||
![](目录/2.png) | ||
![](目录/3.png) | ||
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## 试读 | ||
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<img width="1806" alt="5" src="https://user-images.githubusercontent.com/31974251/150815176-fa9b22db-1894-4ce7-a64a-e18e0f627e62.png"> | ||
<img width="1809" alt="6" src="https://user-images.githubusercontent.com/31974251/150815190-ebe9dae5-c136-4798-b1ae-fd9d5a585a29.png"> | ||
<img width="1811" alt="7" src="https://user-images.githubusercontent.com/31974251/150815200-608453ab-da16-48e8-a188-fea2d1b4d1ef.png"> | ||
<img width="1811" alt="8" src="https://user-images.githubusercontent.com/31974251/150815207-30f9cf8d-2065-487a-9bb4-c35ea67b48e8.png"> | ||
<img width="1811" alt="9" src="https://user-images.githubusercontent.com/31974251/150815219-58973507-8a73-414b-ad44-48d674571ce0.png"> | ||
<img width="1809" alt="10" src="https://user-images.githubusercontent.com/31974251/150815240-59766fe0-5fbb-44c1-99d2-b18a261ddd84.png"> | ||
<img width="1812" alt="11" src="https://user-images.githubusercontent.com/31974251/150815253-9589c6f9-5925-477b-aab0-cb367549c44f.png"> | ||
<img width="1809" alt="12" src="https://user-images.githubusercontent.com/31974251/150815265-694af71c-009a-492e-ba01-22aad6b1be8a.png"> | ||
<img width="1808" alt="13" src="https://user-images.githubusercontent.com/31974251/150815269-5b9b933e-37e9-4b5b-8c90-b8587c2809c5.png"> | ||
<img width="1808" alt="14" src="https://user-images.githubusercontent.com/31974251/150815278-09f175ed-4e35-4779-a5bb-f6ae5dae7108.png"> | ||
<img width="1809" alt="15" src="https://user-images.githubusercontent.com/31974251/150815296-c133986e-8b58-4e97-afd0-f677512fb334.png"> | ||
<img width="1807" alt="16" src="https://user-images.githubusercontent.com/31974251/150815314-11d80252-35d0-4db3-b8cd-548f991a55d9.png"> | ||
## 笔记内容(长文警告)🤗🎉🎉 | ||
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![](docs/0.png) | ||
![](docs/1.png) | ||
![](docs/2.png) | ||
![](docs/3.png) | ||
![](docs/4.png) | ||
![](docs/5.png) |
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