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1.1 Python Basic.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/1.1%20Python%20Basic.ipynb
1.1 Python Basic.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/1.1%20Python%20Basic.ipynb
10.1 Hierarchical Clustering.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.1%20Hierarchical%20Clustering.ipynb
10.1 Hierarchical Clustering.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.1%20Hierarchical%20Clustering.ipynb
10.2 KMeans.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.2%20KMeans.ipynb
10.2 KMeans.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.2%20KMeans.ipynb
10.3 DBSCAN.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.3%20DBSCAN.ipynb
10.3 DBSCAN.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.3%20DBSCAN.ipynb
10.4 Evaluating The Number of Clusters.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.4%20Evaluating%20The%20Number%20of%20Clusters.ipynb
10.4 Evaluating The Number of Clusters.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.4%20Evaluating%20The%20Number%20of%20Clusters.ipynb
10.5 Topical Clustering of News.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.5%20Topical%20Clustering%20of%20News.ipynb
10.5 Topical Clustering of News.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/10.5%20Topical%20Clustering%20of%20News.ipynb
11.1 Feature Selection.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.1%20Feature%20Selection.ipynb
11.1 Feature Selection.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.1%20Feature%20Selection.ipynb
11.2 PCA.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.2%20PCA.ipynb
11.2 PCA.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.2%20PCA.ipynb
11.3 SVD.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.3%20SVD.ipynb
11.3 SVD.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.3%20SVD.ipynb
11.4 Compress Image With SVD.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.4%20Compress%20Image%20With%20SVD.ipynb
11.4 Compress Image With SVD.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/11.4%20Compress%20Image%20With%20SVD.ipynb
12.1 Association Rule.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/12.1%20Association%20Rule.ipynb
12.1 Association Rule.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/12.1%20Association%20Rule.ipynb
12.2 Frequent Pattern Mining.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/12.2%20Frequent%20Pattern%20Mining.ipynb
12.2 Frequent Pattern Mining.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/12.2%20Frequent%20Pattern%20Mining.ipynb
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12.3 Market Basket Analysis.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/12.3%20Market%20Basket%20Analysis.ipynb
2 Data Collection.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/2%20Data%20Collection.ipynb
2 Data Collection.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/2%20Data%20Collection.ipynb
2.7 Web Crawler.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/2.7%20Web%20Crawler.ipynb
2.7 Web Crawler.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/2.7%20Web%20Crawler.ipynb
3.1 Pandas Introduction.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/3.1%20Pandas%20Introduction.ipynb
3.1 Pandas Introduction.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/3.1%20Pandas%20Introduction.ipynb
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3.2.2 Series and DataFrame Introduction.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/3.2.2%20Series%20and%20DataFrame%20Introduction.ipynb
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3.4 Detecting Missing Value.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/3.4%20Detecting%20Missing%20Value.ipynb
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3.6 House Data Missing Value Detection and Imputation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/3.6%20House%20Data%20Missing%20Value%20Detection%20and%20Imputation.ipynb
4.1 Data Transformation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.1%20Data%20Transformation.ipynb
4.1 Data Transformation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.1%20Data%20Transformation.ipynb
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4.2 Time Conversion.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.2%20Time%20Conversion.ipynb
4.3 Reshaping Data.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.3%20Reshaping%20Data.ipynb
4.3 Reshaping Data.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.3%20Reshaping%20Data.ipynb
4.4 Regular Expression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.4%20Regular%20Expression.ipynb
4.4 Regular Expression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.4%20Regular%20Expression.ipynb
4.5 News Data Preprocessing.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.5%20News%20Data%20Preprocessing.ipynb
4.5 News Data Preprocessing.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/4.5%20News%20Data%20Preprocessing.ipynb
5.1 Descriptive Statistics.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.1%20Descriptive%20Statistics.ipynb
5.1 Descriptive Statistics.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.1%20Descriptive%20Statistics.ipynb
5.2 Visualization.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.2%20Visualization.ipynb
5.2 Visualization.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.2%20Visualization.ipynb
5.3 E-Commerce Website Page View Analysis.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.3%20E-Commerce%20Website%20Page%20View%20Analysis.ipynb
5.3 E-Commerce Website Page View Analysis.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/5.3%20E-Commerce%20Website%20Page%20View%20Analysis.ipynb
6.2 Store Data Into Database.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.2%20Store%20Data%20Into%20Database.ipynb
6.2 Store Data Into Database.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.2%20Store%20Data%20Into%20Database.ipynb
6.3 Analyze Structured Data With SQL Query.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.3%20Analyze%20Structured%20Data%20With%20SQL%20Query.ipynb
6.3 Analyze Structured Data With SQL Query.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.3%20Analyze%20Structured%20Data%20With%20SQL%20Query.ipynb
6.4 Store Currency Data Into Database.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.4%20Store%20Currency%20Data%20Into%20Database.ipynb
6.4 Store Currency Data Into Database.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/6.4%20Store%20Currency%20Data%20Into%20Database.ipynb
7.4 Regression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/7.4%20Regression.ipynb
7.4 Regression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/7.4%20Regression.ipynb
7.5 Regression Validation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/7.5%20Regression%20Validation.ipynb
7.5 Regression Validation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/7.5%20Regression%20Validation.ipynb
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7.6 Predict House Price With Regression Analysis.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/7.6%20Predict%20House%20Price%20With%20Regression%20Analysis.ipynb
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8.1 Decision Tree.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.1%20Decision%20Tree.ipynb
8.2 Logistic Regression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.2%20Logistic%20Regression.ipynb
8.2 Logistic Regression.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.2%20Logistic%20Regression.ipynb
8.3 SVM.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.3%20SVM.ipynb
8.3 SVM.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.3%20SVM.ipynb
8.4 Neural Network.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.4%20Neural%20Network.ipynb
8.4 Neural Network.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.4%20Neural%20Network.ipynb
8.5 Random Forest.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.5%20Random%20Forest.ipynb
8.5 Random Forest.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.5%20Random%20Forest.ipynb
8.6 Build Customer Churn Prediction Model.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.6%20Build%20Customer%20Churn%20Prediction%20Model.ipynb
8.6 Build Customer Churn Prediction Model.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/8.6%20Build%20Customer%20Churn%20Prediction%20Model.ipynb
9.1 Confusion Matrix.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.1%20Confusion%20Matrix.ipynb
9.1 Confusion Matrix.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.1%20Confusion%20Matrix.ipynb
9.2 Cross Validation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.2%20Cross%20Validation.ipynb
9.2 Cross Validation.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.2%20Cross%20Validation.ipynb
9.3 ROC Curve.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.3%20ROC%20Curve.ipynb
9.3 ROC Curve.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.3%20ROC%20Curve.ipynb
9.4 Validate Customer Churn Prediction Model.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.4%20Validate%20Customer%20Churn%20Prediction%20Model.ipynb
9.4 Validate Customer Churn Prediction Model.ipynb	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/9.4%20Validate%20Customer%20Churn%20Prediction%20Model.ipynb
README.md	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science/blob/master/README.md
README	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#python与数据科学实战
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#课程影片与投影片
https://edu.hellobi.com/course/159	https://edu.hellobi.com/course/159
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#课程大纲
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#1python与数据科学应用
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#2搜集实务
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#3资料清理i
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#4资料清理ii
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#5资料探索与资料视觉化
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#6资料储存实务
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#7使用机器学习建立数据模型回归模型
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#8使用机器学习建立数据模型分类模型
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#9使用机器学习建立数据模型验证模型
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#10使用机器学习建立数据模型资料分群
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#11使用机器学习建立数据模型特征筛选与降低维度
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#12使用机器学习建立数据模型关联与频繁样式分析篇
	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#参考资料
http://largitdata.com	http://largitdata.com
Readme	https://patch-diff.githubusercontent.com/lytseng/python_for_data_science#readme-ov-file
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