René's URL Explorer Experiment

Title: GitHub - lytseng/python_for_data_science: python_for_data_science · GitHub

Open Graph Title: GitHub - lytseng/python_for_data_science: python_for_data_science

X Title: GitHub - lytseng/python_for_data_science: python_for_data_science

Description: python_for_data_science. Contribute to lytseng/python_for_data_science development by creating an account on GitHub.

Open Graph Description: python_for_data_science. Contribute to lytseng/python_for_data_science development by creating an account on GitHub.

X Description: python_for_data_science. Contribute to lytseng/python_for_data_science development by creating an account on GitHub.

Opengraph URL: https://github.com/lytseng/python_for_data_science

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:2e25daf2-1a26-57bc-537b-9865ddf40fa3
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B2E4:FE029:16A44D1:2065A38:6A4F712F
html-safe-nonce	357ad33d739a2b2dcb16a83040767cc07293e0a2f2e0ef817f2530ccae310ce4
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMkU0OkZFMDI5OjE2QTQ0RDE6MjA2NUEzODo2QTRGNzEyRiIsInZpc2l0b3JfaWQiOiI3NzA3NTE0NDAyOTcxMjgzNzU5IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	986c49d609be4fd71e7d109f3f6a54355d3cffe2ef7759198bf33aedc69a2e31
hovercard-subject-tag	repository:211825931
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/lytseng/python_for_data_science
twitter:image	https://opengraph.githubassets.com/e4803999afb0d52cd67f4bac4ad5000323b721a4a14365634962340e38f7069e/lytseng/python_for_data_science
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/e4803999afb0d52cd67f4bac4ad5000323b721a4a14365634962340e38f7069e/lytseng/python_for_data_science
og:image:alt	python_for_data_science. Contribute to lytseng/python_for_data_science development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	b92d11c0aa4a77d54ef4af1078b6a15fb5a70a215b30c4ecf28889d5a8e656d9
turbo-cache-control	no-cache
go-import	github.com/lytseng/python_for_data_science git https://github.com/lytseng/python_for_data_science.git
octolytics-dimension-user_id	22858019
octolytics-dimension-user_login	lytseng
octolytics-dimension-repository_id	211825931
octolytics-dimension-repository_nwo	lytseng/python_for_data_science
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	85410086
octolytics-dimension-repository_parent_nwo	ywchiu/python_for_data_science
octolytics-dimension-repository_network_root_id	85410086
octolytics-dimension-repository_network_root_nwo	ywchiu/python_for_data_science
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	4b249b445842943ed31549e027f57a8ade9881ed
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/lytseng/python_for_data_science#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Flytseng%2Fpython_for_data_science
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Flytseng%2Fpython_for_data_science
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=lytseng%2Fpython_for_data_science
Reload	https://github.com/lytseng/python_for_data_science
Reload	https://github.com/lytseng/python_for_data_science
Reload	https://github.com/lytseng/python_for_data_science
lytseng	https://github.com/lytseng
python_for_data_science	https://github.com/lytseng/python_for_data_science
ywchiu/python_for_data_science	https://github.com/ywchiu/python_for_data_science
Notifications	https://github.com/login?return_to=%2Flytseng%2Fpython_for_data_science
Fork 0	https://github.com/login?return_to=%2Flytseng%2Fpython_for_data_science
Star 0	https://github.com/login?return_to=%2Flytseng%2Fpython_for_data_science
Code	https://github.com/lytseng/python_for_data_science
Pull requests 0	https://github.com/lytseng/python_for_data_science/pulls
Actions	https://github.com/lytseng/python_for_data_science/actions
Projects	https://github.com/lytseng/python_for_data_science/projects
Security and quality 0	https://github.com/lytseng/python_for_data_science/security
Insights	https://github.com/lytseng/python_for_data_science/pulse
Code	https://github.com/lytseng/python_for_data_science
Pull requests	https://github.com/lytseng/python_for_data_science/pulls
Actions	https://github.com/lytseng/python_for_data_science/actions
Projects	https://github.com/lytseng/python_for_data_science/projects
Security and quality	https://github.com/lytseng/python_for_data_science/security
Insights	https://github.com/lytseng/python_for_data_science/pulse
	https://github.com/lytseng/python_for_data_science
Branches	https://github.com/lytseng/python_for_data_science/branches
Tags	https://github.com/lytseng/python_for_data_science/tags
	https://github.com/lytseng/python_for_data_science/branches
	https://github.com/lytseng/python_for_data_science/tags
36 Commits	https://github.com/lytseng/python_for_data_science/commits/master/
	https://github.com/lytseng/python_for_data_science/commits/master/
Data	https://github.com/lytseng/python_for_data_science/tree/master/Data
Data	https://github.com/lytseng/python_for_data_science/tree/master/Data
data	https://github.com/lytseng/python_for_data_science/tree/master/data
data	https://github.com/lytseng/python_for_data_science/tree/master/data
1.1 Python Basic.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/1.1%20Python%20Basic.ipynb
1.1 Python Basic.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/1.1%20Python%20Basic.ipynb
10.1 Hierarchical Clustering.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.1%20Hierarchical%20Clustering.ipynb
10.1 Hierarchical Clustering.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.1%20Hierarchical%20Clustering.ipynb
10.2 KMeans.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.2%20KMeans.ipynb
10.2 KMeans.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.2%20KMeans.ipynb
10.3 DBSCAN.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.3%20DBSCAN.ipynb
10.3 DBSCAN.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.3%20DBSCAN.ipynb
10.4 Evaluating The Number of Clusters.ipynb	https://github.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://github.com/lytseng/python_for_data_science/blob/master/10.4%20Evaluating%20The%20Number%20of%20Clusters.ipynb
10.5 Topical Clustering of News.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.5%20Topical%20Clustering%20of%20News.ipynb
10.5 Topical Clustering of News.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/10.5%20Topical%20Clustering%20of%20News.ipynb
11.1 Feature Selection.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.1%20Feature%20Selection.ipynb
11.1 Feature Selection.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.1%20Feature%20Selection.ipynb
11.2 PCA.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.2%20PCA.ipynb
11.2 PCA.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.2%20PCA.ipynb
11.3 SVD.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.3%20SVD.ipynb
11.3 SVD.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.3%20SVD.ipynb
11.4 Compress Image With SVD.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.4%20Compress%20Image%20With%20SVD.ipynb
11.4 Compress Image With SVD.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/11.4%20Compress%20Image%20With%20SVD.ipynb
12.1 Association Rule.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.1%20Association%20Rule.ipynb
12.1 Association Rule.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.1%20Association%20Rule.ipynb
12.2 Frequent Pattern Mining.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.2%20Frequent%20Pattern%20Mining.ipynb
12.2 Frequent Pattern Mining.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.2%20Frequent%20Pattern%20Mining.ipynb
12.3 Market Basket Analysis.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.3%20Market%20Basket%20Analysis.ipynb
12.3 Market Basket Analysis.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/12.3%20Market%20Basket%20Analysis.ipynb
2 Data Collection.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/2%20Data%20Collection.ipynb
2 Data Collection.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/2%20Data%20Collection.ipynb
2.7 Web Crawler.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/2.7%20Web%20Crawler.ipynb
2.7 Web Crawler.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/2.7%20Web%20Crawler.ipynb
3.1 Pandas Introduction.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.1%20Pandas%20Introduction.ipynb
3.1 Pandas Introduction.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.1%20Pandas%20Introduction.ipynb
3.2.2 Series and DataFrame Introduction.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.2.2%20Series%20and%20DataFrame%20Introduction.ipynb
3.2.2 Series and DataFrame Introduction.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.2.2%20Series%20and%20DataFrame%20Introduction.ipynb
3.4 Detecting Missing Value.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.4%20Detecting%20Missing%20Value.ipynb
3.4 Detecting Missing Value.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.4%20Detecting%20Missing%20Value.ipynb
3.5 Imputing Missing Value.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.5%20Imputing%20Missing%20Value.ipynb
3.5 Imputing Missing Value.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.5%20Imputing%20Missing%20Value.ipynb
3.6 House Data Missing Value Detection and Imputation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.6%20House%20Data%20Missing%20Value%20Detection%20and%20Imputation.ipynb
3.6 House Data Missing Value Detection and Imputation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/3.6%20House%20Data%20Missing%20Value%20Detection%20and%20Imputation.ipynb
4.1 Data Transformation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.1%20Data%20Transformation.ipynb
4.1 Data Transformation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.1%20Data%20Transformation.ipynb
4.2 Time Conversion.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.2%20Time%20Conversion.ipynb
4.2 Time Conversion.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.2%20Time%20Conversion.ipynb
4.3 Reshaping Data.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.3%20Reshaping%20Data.ipynb
4.3 Reshaping Data.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.3%20Reshaping%20Data.ipynb
4.4 Regular Expression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.4%20Regular%20Expression.ipynb
4.4 Regular Expression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.4%20Regular%20Expression.ipynb
4.5 News Data Preprocessing.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.5%20News%20Data%20Preprocessing.ipynb
4.5 News Data Preprocessing.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/4.5%20News%20Data%20Preprocessing.ipynb
5.1 Descriptive Statistics.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/5.1%20Descriptive%20Statistics.ipynb
5.1 Descriptive Statistics.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/5.1%20Descriptive%20Statistics.ipynb
5.2 Visualization.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/5.2%20Visualization.ipynb
5.2 Visualization.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/5.2%20Visualization.ipynb
5.3 E-Commerce Website Page View Analysis.ipynb	https://github.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://github.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://github.com/lytseng/python_for_data_science/blob/master/6.2%20Store%20Data%20Into%20Database.ipynb
6.2 Store Data Into Database.ipynb	https://github.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://github.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://github.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://github.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://github.com/lytseng/python_for_data_science/blob/master/6.4%20Store%20Currency%20Data%20Into%20Database.ipynb
7.4 Regression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.4%20Regression.ipynb
7.4 Regression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.4%20Regression.ipynb
7.5 Regression Validation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.5%20Regression%20Validation.ipynb
7.5 Regression Validation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.5%20Regression%20Validation.ipynb
7.6 Predict House Price With Regression Analysis.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.6%20Predict%20House%20Price%20With%20Regression%20Analysis.ipynb
7.6 Predict House Price With Regression Analysis.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/7.6%20Predict%20House%20Price%20With%20Regression%20Analysis.ipynb
8.1 Decision Tree.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.1%20Decision%20Tree.ipynb
8.1 Decision Tree.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.1%20Decision%20Tree.ipynb
8.2 Logistic Regression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.2%20Logistic%20Regression.ipynb
8.2 Logistic Regression.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.2%20Logistic%20Regression.ipynb
8.3 SVM.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.3%20SVM.ipynb
8.3 SVM.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.3%20SVM.ipynb
8.4 Neural Network.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.4%20Neural%20Network.ipynb
8.4 Neural Network.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.4%20Neural%20Network.ipynb
8.5 Random Forest.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.5%20Random%20Forest.ipynb
8.5 Random Forest.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/8.5%20Random%20Forest.ipynb
8.6 Build Customer Churn Prediction Model.ipynb	https://github.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://github.com/lytseng/python_for_data_science/blob/master/8.6%20Build%20Customer%20Churn%20Prediction%20Model.ipynb
9.1 Confusion Matrix.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.1%20Confusion%20Matrix.ipynb
9.1 Confusion Matrix.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.1%20Confusion%20Matrix.ipynb
9.2 Cross Validation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.2%20Cross%20Validation.ipynb
9.2 Cross Validation.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.2%20Cross%20Validation.ipynb
9.3 ROC Curve.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.3%20ROC%20Curve.ipynb
9.3 ROC Curve.ipynb	https://github.com/lytseng/python_for_data_science/blob/master/9.3%20ROC%20Curve.ipynb
9.4 Validate Customer Churn Prediction Model.ipynb	https://github.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://github.com/lytseng/python_for_data_science/blob/master/9.4%20Validate%20Customer%20Churn%20Prediction%20Model.ipynb
README.md	https://github.com/lytseng/python_for_data_science/blob/master/README.md
README.md	https://github.com/lytseng/python_for_data_science/blob/master/README.md
README	https://github.com/lytseng/python_for_data_science
	https://github.com/lytseng/python_for_data_science#python与数据科学实战
	https://github.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://github.com/lytseng/python_for_data_science#课程大纲
	https://github.com/lytseng/python_for_data_science#1python与数据科学应用
	https://github.com/lytseng/python_for_data_science#2搜集实务
	https://github.com/lytseng/python_for_data_science#3资料清理i
	https://github.com/lytseng/python_for_data_science#4资料清理ii
	https://github.com/lytseng/python_for_data_science#5资料探索与资料视觉化
	https://github.com/lytseng/python_for_data_science#6资料储存实务
	https://github.com/lytseng/python_for_data_science#7使用机器学习建立数据模型回归模型
	https://github.com/lytseng/python_for_data_science#8使用机器学习建立数据模型分类模型
	https://github.com/lytseng/python_for_data_science#9使用机器学习建立数据模型验证模型
	https://github.com/lytseng/python_for_data_science#10使用机器学习建立数据模型资料分群
	https://github.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://github.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://github.com/lytseng/python_for_data_science#参考资料
http://largitdata.com	http://largitdata.com
Readme	https://github.com/lytseng/python_for_data_science#readme-ov-file
Please reload this page	https://github.com/lytseng/python_for_data_science
Activity	https://github.com/lytseng/python_for_data_science/activity
0 forks	https://github.com/lytseng/python_for_data_science/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Flytseng%2Fpython_for_data_science&report=lytseng+%28user%29
Releases	https://github.com/lytseng/python_for_data_science/releases
Packages 0	https://github.com/users/lytseng/packages?repo_name=python_for_data_science
Please reload this page	https://github.com/lytseng/python_for_data_science
Contributors	https://github.com/lytseng/python_for_data_science/graphs/contributors
Please reload this page	https://github.com/lytseng/python_for_data_science
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.