René's URL Explorer Experiment

Title: python-machine-learning-book/code at master · steinam/python-machine-learning-book · GitHub

Open Graph Title: python-machine-learning-book/code at master · steinam/python-machine-learning-book

X Title: python-machine-learning-book/code at master · steinam/python-machine-learning-book

Description: The "Python Machine Learning" book code repository and info resource - python-machine-learning-book/code at master · steinam/python-machine-learning-book

Open Graph Description: The "Python Machine Learning" book code repository and info resource - steinam/python-machine-learning-book

X Description: The "Python Machine Learning" book code repository and info resource - steinam/python-machine-learning-book

Mail addresses
mail@sebastianraschka.com

Opengraph URL: https://github.com/steinam/python-machine-learning-book/tree/master/code

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository/tree/name(/path)
route-controller	files
route-action	disambiguate
fetch-nonce	v2:47ce1a42-14fd-7cd6-3b50-17fbcd6901d7
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B81E:2AE5C2:3469CE:4B01FC:6A5481ED
html-safe-nonce	d3fdfb08be53167ea7ebfc2b452052b8de8f3f0ec3fbbed6c2f3da4bcf25a602
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCODFFOjJBRTVDMjozNDY5Q0U6NEIwMUZDOjZBNTQ4MUVEIiwidmlzaXRvcl9pZCI6IjY4NjY0NDE5ODY4NzE5NTE4NTMiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	0a3009cdada11fe0e3acd0480f9ed7b5459844397d59bae768cce6310ebab582
hovercard-subject-tag	repository:92386192
github-keyboard-shortcuts	repository,source-code,file-tree,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	///files/disambiguate
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/steinam/python-machine-learning-book/tree/master/code
twitter:image	https://opengraph.githubassets.com/35bf3414518ddd77f6ef641fbb6322f6b2aeb260a6544f8f8bd1c3a01fd9c893/steinam/python-machine-learning-book
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/35bf3414518ddd77f6ef641fbb6322f6b2aeb260a6544f8f8bd1c3a01fd9c893/steinam/python-machine-learning-book
og:image:alt	The "Python Machine Learning" book code repository and info resource - steinam/python-machine-learning-book
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	b9a586c06a05a7a86fc7e3f4dbd03e42f6869085879aa184aa6369456dbd50fb
turbo-cache-control	no-cache
go-import	github.com/steinam/python-machine-learning-book git https://github.com/steinam/python-machine-learning-book.git
octolytics-dimension-user_id	933339
octolytics-dimension-user_login	steinam
octolytics-dimension-repository_id	92386192
octolytics-dimension-repository_nwo	steinam/python-machine-learning-book
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	40380094
octolytics-dimension-repository_parent_nwo	rasbt/python-machine-learning-book
octolytics-dimension-repository_network_root_id	40380094
octolytics-dimension-repository_network_root_nwo	rasbt/python-machine-learning-book
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	6d28624802c2f7d9500239dd6870ed7031b7353b
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/steinam/python-machine-learning-book/tree/master/code#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsteinam%2Fpython-machine-learning-book%2Ftree%2Fmaster%2Fcode
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
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%2Fsteinam%2Fpython-machine-learning-book%2Ftree%2Fmaster%2Fcode
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%2Ffiles%2Fdisambiguate&source=header-repo&source_repo=steinam%2Fpython-machine-learning-book
Reload	https://github.com/steinam/python-machine-learning-book/tree/master/code
Reload	https://github.com/steinam/python-machine-learning-book/tree/master/code
Reload	https://github.com/steinam/python-machine-learning-book/tree/master/code
steinam	https://github.com/steinam
python-machine-learning-book	https://github.com/steinam/python-machine-learning-book
rasbt/python-machine-learning-book	https://github.com/rasbt/python-machine-learning-book
Notifications	https://github.com/login?return_to=%2Fsteinam%2Fpython-machine-learning-book
Fork 0	https://github.com/login?return_to=%2Fsteinam%2Fpython-machine-learning-book
Star 0	https://github.com/login?return_to=%2Fsteinam%2Fpython-machine-learning-book
Code	https://github.com/steinam/python-machine-learning-book
Pull requests 0	https://github.com/steinam/python-machine-learning-book/pulls
Actions	https://github.com/steinam/python-machine-learning-book/actions
Projects	https://github.com/steinam/python-machine-learning-book/projects
Wiki	https://github.com/steinam/python-machine-learning-book/wiki
Security and quality 0	https://github.com/steinam/python-machine-learning-book/security
Insights	https://github.com/steinam/python-machine-learning-book/pulse
Code	https://github.com/steinam/python-machine-learning-book
Pull requests	https://github.com/steinam/python-machine-learning-book/pulls
Actions	https://github.com/steinam/python-machine-learning-book/actions
Projects	https://github.com/steinam/python-machine-learning-book/projects
Wiki	https://github.com/steinam/python-machine-learning-book/wiki
Security and quality	https://github.com/steinam/python-machine-learning-book/security
Insights	https://github.com/steinam/python-machine-learning-book/pulse
	https://github.com/steinam/python-machine-learning-book
python-machine-learning-book	https://github.com/steinam/python-machine-learning-book/tree/master
History	https://github.com/steinam/python-machine-learning-book/commits/master/code
	https://github.com/steinam/python-machine-learning-book/commits/master/code
python-machine-learning-book	https://github.com/steinam/python-machine-learning-book/tree/master
..	https://github.com/steinam/python-machine-learning-book/tree/master
_convenience_scripts	https://github.com/steinam/python-machine-learning-book/tree/master/code/_convenience_scripts
_convenience_scripts	https://github.com/steinam/python-machine-learning-book/tree/master/code/_convenience_scripts
bonus	https://github.com/steinam/python-machine-learning-book/tree/master/code/bonus
bonus	https://github.com/steinam/python-machine-learning-book/tree/master/code/bonus
ch01	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch01
ch01	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch01
ch02	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch02
ch02	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch02
ch03	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch03
ch03	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch03
ch04	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch04
ch04	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch04
ch05	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch05
ch05	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch05
ch06	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch06
ch06	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch06
ch07	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch07
ch07	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch07
ch08	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch08
ch08	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch08
ch09	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch09
ch09	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch09
ch10	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch10
ch10	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch10
ch11	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch11
ch11	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch11
ch12	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch12
ch12	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch12
ch13	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch13
ch13	https://github.com/steinam/python-machine-learning-book/tree/master/code/ch13
datasets	https://github.com/steinam/python-machine-learning-book/tree/master/code/datasets
datasets	https://github.com/steinam/python-machine-learning-book/tree/master/code/datasets
optional-py-scripts	https://github.com/steinam/python-machine-learning-book/tree/master/code/optional-py-scripts
optional-py-scripts	https://github.com/steinam/python-machine-learning-book/tree/master/code/optional-py-scripts
README.md	https://github.com/steinam/python-machine-learning-book/blob/master/code/README.md
README.md	https://github.com/steinam/python-machine-learning-book/blob/master/code/README.md
check_environment.ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/check_environment.ipynb
check_environment.ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/check_environment.ipynb
README.md	https://github.com/steinam/python-machine-learning-book/tree/master/code#readme
	https://github.com/steinam/python-machine-learning-book/tree/master/code#resources-for-setting-up-your-coding-environment
Instructions for setting up Python and the Jupyter Notebook	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch01/README.md
step by step guide	https://github.com/steinam/python-machine-learning-book/blob/master/docs/running_jupyter_nb.pdf
quick and great NumPy refresher	https://docs.scipy.org/doc/numpy-dev/user/quickstart.html
	https://github.com/steinam/python-machine-learning-book/blob/master/images/check_env.png
	https://github.com/steinam/python-machine-learning-book/tree/master/code#table-of-contents-and-code-notebooks
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch01
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch01/ch01.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch01/ch01.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch02
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch02/ch02.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch02/ch02.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch03
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch03/ch03.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch03/ch03.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch04
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch04/ch04.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch04/ch04.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch05
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch05/ch05.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch05/ch05.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch06
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch06/ch06.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch06/ch06.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch07
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch07/ch07.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch07/ch07.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch08
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch08/ch08.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch08/ch08.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch09
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch09/ch09.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch09/ch09.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch10
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch10/ch10.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch10/ch10.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch11
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch11/ch11.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch11/ch11.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch12
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch12/ch12.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch12/ch12.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch13
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/ch13/ch13.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/ch13/ch13.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/logistic_regression.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/logistic_regression.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/svm_iris_pipeline_and_gridsearch.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/svm_iris_pipeline_and_gridsearch.ipynb
dir	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/nested_cross_validation.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/nested_cross_validation.ipynb
view directory	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/flask_webapp_ex01
download as zip-file	https://github.com/rasbt/python-machine-learning-book/raw/master/code/bonus/flask_webapp_ex01/flask_webapp_ex01.zip
GitHub ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/reading_mnist.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/reading_mnist.ipynb
GitHub ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/scikit-model-to-json.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/scikit-model-to-json.ipynb
GitHub ipynb	https://github.com/steinam/python-machine-learning-book/blob/master/code/bonus/softmax-regression.ipynb
nbviewer	http://nbviewer.ipython.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/softmax-regression.ipynb
	https://github.com/steinam/python-machine-learning-book/tree/master/code#contact
Google Groups Email List	https://groups.google.com/forum/#!forum/python-machine-learning-book
@rasbt	https://twitter.com/rasbt
blog	http://sebastianraschka.com/articles.html
	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.