《Python 机器学习基础教程》学习代码

作者的代码仓库： introduction_to_ml_with_python

项目情况说明

作者的代码仓库中使用的是 Notebook
- 改成 Python 独立的代码块
  - 符合程序员的风格来学习
  - 方便添加新的知识点
  - 方便添加新的样例，使得未来搜索更容易
- 将大的 Notebook 分拆成小的，方便学习时聚焦
根据需要修改 mglearn 目录里面的代码，主要是统一管理数据源和其他全局变量。

项目目录说明

data.rar：是学习过程需要的数据文件。

参考资料

[周志华，2018] 周志华机器学习 [M]. 清华大学出版社。2018.

Name		Name	Last commit message	Last commit date
Latest commit History 113 Commits
.idea		.idea
.vscode		.vscode
C01		C01
C02		C02
C03		C03
C04		C04
C05		C05
C06		C06
C07		C07
C08		C08
data		data
datasets		datasets
images		images
mglearn		mglearn
01-01-introduction.ipynb		01-01-introduction.ipynb
01-07-iris-classification.ipynb		01-07-iris-classification.ipynb
02-01-supervised-learning.ipynb		02-01-supervised-learning.ipynb
02-0301-dataset.ipynb		02-0301-dataset.ipynb
02-0302-K-neighbors.ipynb		02-0302-K-neighbors.ipynb
02-0303-linear-model.ipynb		02-0303-linear-model.ipynb
02-0304-Naive-Bayes.ipynb		02-0304-Naive-Bayes.ipynb
02-0305-Decision-Tree.ipynb		02-0305-Decision-Tree.ipynb
02-0306-decision-tree-ensemble.ipynb		02-0306-decision-tree-ensemble.ipynb
02-0307-SVM.ipynb		02-0307-SVM.ipynb
02-0308-Neural-Network.ipynb		02-0308-Neural-Network.ipynb
02-0400-classifier.ipynb		02-0400-classifier.ipynb
03-0303-unsupervised-learning-preprocessing.ipynb		03-0303-unsupervised-learning-preprocessing.ipynb
03-0304-dimensionality-reduction.ipynb		03-0304-dimensionality-reduction.ipynb
03-0305-clustering.ipynb		03-0305-clustering.ipynb
04-0401_categorical_variables.ipynb		04-0401_categorical_variables.ipynb
04-0402_binning.ipynb		04-0402_binning.ipynb
04-0403_expand_feature.ipynb		04-0403_expand_feature.ipynb
04-0404_nonlinear_transform.ipynb		04-0404_nonlinear_transform.ipynb
04-0405_auto_select_feature.ipynb		04-0405_auto_select_feature.ipynb
04-0406_expert.ipynb		04-0406_expert.ipynb
05-model-evaluation-and-improvement.ipynb		05-model-evaluation-and-improvement.ipynb
06-algorithm-chains-and-pipelines.ipynb		06-algorithm-chains-and-pipelines.ipynb
07-working-with-text-data.ipynb		07-working-with-text-data.ipynb
08-conclusion.ipynb		08-conclusion.ipynb
_config.yml		_config.yml
config.py		config.py
cover.jpg		cover.jpg
environment.yml		environment.yml
preamble.py		preamble.py
readme.md		readme.md
requirements.txt		requirements.txt
tools.py		tools.py

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《Python 机器学习基础教程》学习代码

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