René's URL Explorer Experiment

Title: GitHub - jebtang/python-machine-learning-book: The "Python Machine Learning" book code repository and info resource · GitHub

Open Graph Title: GitHub - jebtang/python-machine-learning-book: The "Python Machine Learning" book code repository and info resource

X Title: GitHub - jebtang/python-machine-learning-book: The "Python Machine Learning" book code repository and info resource

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

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

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

Mail addresses
mail@sebastianraschka.com

Opengraph URL: https://github.com/jebtang/python-machine-learning-book

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:f7c553b2-fa8f-96ee-775b-b5e4c4c8c8b2
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	BDA2:305E50:577C0B0:7B15916:6A572531
html-safe-nonce	ce6746cfdbdaa86a48dc63bb85c9ec909fd023b73b30311ec34e76ac30b89fd5
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCREEyOjMwNUU1MDo1NzdDMEIwOjdCMTU5MTY6NkE1NzI1MzEiLCJ2aXNpdG9yX2lkIjoiOTYwMjcxNjgzNTA4NzI4ODEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	b09a86cc29431c7eb208f3df2c2ac84bf39f0b0c49bdc50e63e7800676126701
hovercard-subject-tag	repository:52247008
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/jebtang/python-machine-learning-book
twitter:image	https://opengraph.githubassets.com/14957462ba91567a58a9d9924c31882fe3eb875d645e8518c750d6574d568b87/jebtang/python-machine-learning-book
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/14957462ba91567a58a9d9924c31882fe3eb875d645e8518c750d6574d568b87/jebtang/python-machine-learning-book
og:image:alt	The "Python Machine Learning" book code repository and info resource - jebtang/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	4e7a7296a3830877cf21a6ad2a972c9e618a48915e03966cf0c53eb08e5aad98
turbo-cache-control	no-cache
go-import	github.com/jebtang/python-machine-learning-book git https://github.com/jebtang/python-machine-learning-book.git
octolytics-dimension-user_id	1036037
octolytics-dimension-user_login	jebtang
octolytics-dimension-repository_id	52247008
octolytics-dimension-repository_nwo	jebtang/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	2576d1f0198cf1588faf2edf27f1ed120903be10
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/jebtang/python-machine-learning-book#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fjebtang%2Fpython-machine-learning-book
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%2Fjebtang%2Fpython-machine-learning-book
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=jebtang%2Fpython-machine-learning-book
Reload	https://github.com/jebtang/python-machine-learning-book
Reload	https://github.com/jebtang/python-machine-learning-book
Reload	https://github.com/jebtang/python-machine-learning-book
jebtang	https://github.com/jebtang
python-machine-learning-book	https://github.com/jebtang/python-machine-learning-book
rasbt/python-machine-learning-book	https://github.com/rasbt/python-machine-learning-book
Notifications	https://github.com/login?return_to=%2Fjebtang%2Fpython-machine-learning-book
Fork 0	https://github.com/login?return_to=%2Fjebtang%2Fpython-machine-learning-book
Star 0	https://github.com/login?return_to=%2Fjebtang%2Fpython-machine-learning-book
Code	https://github.com/jebtang/python-machine-learning-book
Pull requests 0	https://github.com/jebtang/python-machine-learning-book/pulls
Actions	https://github.com/jebtang/python-machine-learning-book/actions
Projects	https://github.com/jebtang/python-machine-learning-book/projects
Wiki	https://github.com/jebtang/python-machine-learning-book/wiki
Security and quality 0	https://github.com/jebtang/python-machine-learning-book/security
Insights	https://github.com/jebtang/python-machine-learning-book/pulse
Code	https://github.com/jebtang/python-machine-learning-book
Pull requests	https://github.com/jebtang/python-machine-learning-book/pulls
Actions	https://github.com/jebtang/python-machine-learning-book/actions
Projects	https://github.com/jebtang/python-machine-learning-book/projects
Wiki	https://github.com/jebtang/python-machine-learning-book/wiki
Security and quality	https://github.com/jebtang/python-machine-learning-book/security
Insights	https://github.com/jebtang/python-machine-learning-book/pulse
	https://github.com/jebtang/python-machine-learning-book
Branches	https://github.com/jebtang/python-machine-learning-book/branches
Tags	https://github.com/jebtang/python-machine-learning-book/tags
	https://github.com/jebtang/python-machine-learning-book/branches
	https://github.com/jebtang/python-machine-learning-book/tags
287 Commits	https://github.com/jebtang/python-machine-learning-book/commits/master/
	https://github.com/jebtang/python-machine-learning-book/commits/master/
code	https://github.com/jebtang/python-machine-learning-book/tree/master/code
code	https://github.com/jebtang/python-machine-learning-book/tree/master/code
docs	https://github.com/jebtang/python-machine-learning-book/tree/master/docs
docs	https://github.com/jebtang/python-machine-learning-book/tree/master/docs
faq	https://github.com/jebtang/python-machine-learning-book/tree/master/faq
faq	https://github.com/jebtang/python-machine-learning-book/tree/master/faq
images	https://github.com/jebtang/python-machine-learning-book/tree/master/images
images	https://github.com/jebtang/python-machine-learning-book/tree/master/images
.gitignore	https://github.com/jebtang/python-machine-learning-book/blob/master/.gitignore
.gitignore	https://github.com/jebtang/python-machine-learning-book/blob/master/.gitignore
README.md	https://github.com/jebtang/python-machine-learning-book/blob/master/README.md
README.md	https://github.com/jebtang/python-machine-learning-book/blob/master/README.md
README	https://github.com/jebtang/python-machine-learning-book
	https://github.com/jebtang/python-machine-learning-book#python-machine-learning-book
Foreword	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/foreword_ro.pdf
Preface	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/preface_sr.pdf
FAQ	https://github.com/jebtang/python-machine-learning-book#faq
	https://github.com/jebtang/python-machine-learning-book/blob/master/images/pymle_cover_small.jpg
Data Elixir	http://dataelixir.com/issues/55#start
Brian Thomas	http://sebastianraschka.com/blog/2015/writing-pymle.html#comment-2295668894
Jason Wolosonovich	https://www.linkedin.com/pulse/python-machine-learning-sebastian-raschka-review-jason-wolosonovich?trk=prof-post
Feedback & Reviews	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/feedback.md
	https://github.com/jebtang/python-machine-learning-book#feedback--reviews
	https://github.com/jebtang/python-machine-learning-book#links
Amazon.com	http://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/ref=sr_1_2?ie=UTF8&qid=1437754343&sr=8-2&keywords=python+machine+learning+essentials
Amazon.co.uk	http://www.amazon.co.uk/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130
Amazon.de	http://www.amazon.de/s/ref=nb_sb_noss_2?__mk_de_DE=%C3%85M%C3%85%C5%BD%C3%95%C3%91&url=search-alias%3Daps&field-keywords=python+machine+learning
ebook and paperback	https://www.packtpub.com/big-data-and-business-intelligence/python-machine-learning
Google Books	https://books.google.com/books?id=GOVOCwAAQBAJ&source=gbs_slider_cls_metadata_7_mylibrary
O'Reilly	http://shop.oreilly.com/product/9781783555130.do
Safari	https://www.safaribooksonline.com/library/view/python-machine-learning/9781783555130/
Barnes & Noble	http://www.barnesandnoble.com/w/python-machine-learning-essentials-sebastian-raschka/1121999969?ean=9781783555130
Apple iBooks	https://itunes.apple.com/us/book/python-machine-learning/id1028207310?mt=11
Goodreads	https://www.goodreads.com/book/show/25545994-python-machine-learning
	https://github.com/jebtang/python-machine-learning-book/blob/master/images/ml-overview.jpg
Literature References & Further Reading Resources	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/references.md
	https://github.com/jebtang/python-machine-learning-book#literature-references--further-reading-resources
Image Gallery	https://github.com/jebtang/python-machine-learning-book/blob/master/images/image_gallery/README.md
	https://github.com/jebtang/python-machine-learning-book#image-gallery
Errata	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/errata.md
	https://github.com/jebtang/python-machine-learning-book#errata
	https://github.com/jebtang/python-machine-learning-book#table-of-contents-and-code-notebooks
Foreword	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/foreword_ro.pdf
Preface	https://github.com/jebtang/python-machine-learning-book/blob/master/docs/preface_sr.pdf
Instructions for setting up Python and the Jupiter Notebook	https://github.com/jebtang/python-machine-learning-book/blob/master/code/ch01/README.md
dir	https://github.com/jebtang/python-machine-learning-book/blob/master/code/ch01
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch02
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch03
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch04
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch05
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch06
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch07
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch08
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch09
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch10
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch11
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch12
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/ch13
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/jebtang/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/jebtang/python-machine-learning-book/blob/master/code/bonus
ipynb	https://github.com/jebtang/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/jebtang/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/jebtang/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
mlxtend	http://rasbt.github.io/mlxtend/
	http://rasbt.github.io/mlxtend/
	https://github.com/jebtang/python-machine-learning-book#faq
	https://github.com/jebtang/python-machine-learning-book#general-questions
What are machine learning and data science?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/datascience-ml.md
Why do you and other people sometimes implement machine learning algorithms from scratch?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/implementing-from-scratch.md
What learning path/discipline in data science I should focus on?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/data-science-career.md
At what point should one start contributing to open source?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/open-source.md
How important do you think having a mentor is to the learning process?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/mentor.md
Where are the best online communities centered around data science/machine learning or python?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-python-communities.md
How would you explain machine learning to a software engineer?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-to-a-programmer.md
How would your curriculum for a machine learning beginner look like?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-curriculum.md
What is the Definition of Data Science?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/definition_data-science.md
	https://github.com/jebtang/python-machine-learning-book#questions-about-the-machine-learning-field
What are some real-world examples of applications of machine learning in the field?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-examples.md
What are the different fields of study in data mining?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/datamining-overview.md
What are differences in research nature between the two fields: machine learning & data mining?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/datamining-vs-ml.md
How do I know if the problem is solvable through machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-solvable.md
What are the origins of machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/ml-origins.md
How was classification, as a learning machine, developed?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/classifier-history.md
Which machine learning algorithms can be considered as among the best?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/best-ml-algo.md
What are the broad categories of classifiers?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/classifier-categories.md
What is the difference between a classifier and a model?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/difference_classifier_model.md
What is the difference between a parametric learning algorithm and a nonparametric learning algorithm?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/parametric_vs_nonparametric.md
What is the difference between a cost function and a loss function in machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/cost-vs-loss.md
	https://github.com/jebtang/python-machine-learning-book#questions-about-ml-concepts-and-statistics
	https://github.com/jebtang/python-machine-learning-book#cost-functions-and-optimization
Fitting a model via closed-form equations vs. Gradient Descent vs Stochastic Gradient Descent vs Mini-Batch Learning -- what is the difference?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/closed-form-vs-gd.md
How do you derive the Gradient Descent rule for Linear Regression and Adaline?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/linear-gradient-derivative.md
	https://github.com/jebtang/python-machine-learning-book#regression-analysis
What is the difference between Pearson R and Simple Linear Regression?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/pearson-r-vs-linear-regr.md
	https://github.com/jebtang/python-machine-learning-book#tree-models
How does the random forest model work? How is it different from bagging and boosting in ensemble models?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/bagging-boosting-rf.md
What are the disadvantages of using classic decision tree algorithm for a large dataset?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/decision-tree-disadvantages.md
Why are implementations of decision tree algorithms usually binary, and what are the advantages of the different impurity metrics?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/decision-tree-binary.md
Why are we growing decision trees via entropy instead of the classification error?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/decisiontree-error-vs-entropy.md
When can a random forest perform terribly?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/random-forest-perform-terribly.md
	https://github.com/jebtang/python-machine-learning-book#model-evaluation
What is overfitting?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/overfitting.md
Is it always better to have the largest possible number of folds when performing cross validation?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/number-of-kfolds.md
When training an SVM classifier, is it better to have a large or small number of support vectors?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/num-support-vectors.md
How do I evaluate a model?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/evaluate-a-model.md
What is the best validation metric for multi-class classification?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/multiclass-metric.md
What factors should I consider when choosing a predictive model technique?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/choosing-technique.md
What are the best toy datasets to help visualize and understand classifier behavior?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/clf-behavior-data.md
	https://github.com/jebtang/python-machine-learning-book#logistic-regression
What is Softmax regression and how is it related to Logistic regression?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/softmax_regression.md
Why is logistic regression considered a linear model?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/logistic_regression_linear.md
What is the probabilistic interpretation of regularized logistic regression?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/probablistic-logistic-regression.md
Does regularization in logistic regression always results in better fit and better generalization?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/regularized-logistic-regression-performance.md
What is the major difference between naive Bayes and logistic regression?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/naive-bayes-vs-logistic-regression.md
What exactly is the "softmax and the multinomial logistic loss" in the context of machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/softmax.md
What is the relation between Loigistic Regression and Neural Networks and when to use which?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/logisticregr-neuralnet.md
Is there an analytical solution to Logistic Regression similar to the Normal Equation for Linear Regression?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/logistic-analytical.md
	https://github.com/jebtang/python-machine-learning-book#neural-networks-and-deep-learning
What is the difference between deep learning and usual machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/difference-deep-and-normal-learning.md
Can you give a visual explanation for the back propagation algorithm for neural networks?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/visual-backpropagation.md
Why did it take so long for deep networks to be invented?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/inventing-deeplearning.md
What are some good books/papers for learning deep learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/deep-learning-resources.md
Why are there so many deep learning libraries?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/many-deeplearning-libs.md
Why do some people hate neural networks/deep learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/deeplearning-criticism.md
How can I know if Deep Learning works better for a specific problem than SVM or random forest?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/deeplearn-vs-svm-randomforest.md
	https://github.com/jebtang/python-machine-learning-book#other-algorithms-for-supervised-learning
Why is Nearest Neighbor a Lazy Algorithm?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/lazy-knn.md
	https://github.com/jebtang/python-machine-learning-book#unsupervised-learning
What are some of the issues with clustering?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/issues-with-clustering.md
	https://github.com/jebtang/python-machine-learning-book#semi-supervised-learning
What are the advantages of semi-supervised learning over supervised and unsupervised learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/semi-vs-supervised.md
	https://github.com/jebtang/python-machine-learning-book#ensemble-methods
Is Combining Classifiers with Stacking Better than Selecting the Best One?	https://github.com/jebtang/python-machine-learning-book/blob/master/logistic-boosting.md
	https://github.com/jebtang/python-machine-learning-book#preprocessing
Why do we need to re-use training parameters to transform test data?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/scale-training-test.md
What are the different dimensionality reduction methods in machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/dimensionality-reduction.md
What is the difference between LDA and PCA for dimensionality reduction?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/lda-vs-pca.md
When should I apply data normalization/standardization?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/when-to-standardize.md
Does mean centering or feature scaling affect a Principal Component Analysis?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/pca-scaling.md
How do you attack a machine learning problem with a large number of features?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/large-num-features.md
What are some common approaches for dealing with missing data?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/missing-data.md
	https://github.com/jebtang/python-machine-learning-book#naive-bayes
Why is the Naive Bayes Classifier naive?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/naive-naive-bayes.md
What is the decision boundary for Naive Bayes?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/naive-bayes-boundary.md
Can I use Naive Bayes classifiers for mixed variable types?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/naive-bayes-vartypes.md
Is it possible to mix different variable types in Naive Bayes, for example, binary and continues features?	https://github.com/jebtang/python-machine-learning-book/blob/master/naive-bayes-vartypes.md
	https://github.com/jebtang/python-machine-learning-book#other
What is Euclidean distance in terms of machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/euclidean-distance.md
When should one use median, as opposed to the mean or average?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/median-vs-mean.md
	https://github.com/jebtang/python-machine-learning-book#programming-languages-for-data-science-and-ml
Is R used extensively today in data science?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/r-in-datascience.md
	https://github.com/jebtang/python-machine-learning-book#questions-about-the-book
Can I use paragraphs and images from the book in presentations or my blog?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/copyright.md
How is this different from other machine learning books?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/different.md
Which version of Python was used in the code examples?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/py2py3.md
Which technologies and libraries are being used?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/technologies.md
Which book version/format would you recommend?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/version.md
Why did you choose Python for machine learning?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/why-python.md
Why do you use so many leading and trailing underscores in the code examples?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/underscore-convention.md
Are there any prerequisites and recommended pre-readings?	https://github.com/jebtang/python-machine-learning-book/blob/master/faq/prerequisites.md
	https://github.com/jebtang/python-machine-learning-book#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
Readme	https://github.com/jebtang/python-machine-learning-book#readme-ov-file
Please reload this page	https://github.com/jebtang/python-machine-learning-book
Activity	https://github.com/jebtang/python-machine-learning-book/activity
0 forks	https://github.com/jebtang/python-machine-learning-book/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fjebtang%2Fpython-machine-learning-book&report=jebtang+%28user%29
Releases	https://github.com/jebtang/python-machine-learning-book/releases
1 tags	https://github.com/jebtang/python-machine-learning-book/tags
Packages 0	https://github.com/users/jebtang/packages?repo_name=python-machine-learning-book
Please reload this page	https://github.com/jebtang/python-machine-learning-book
Contributors	https://github.com/jebtang/python-machine-learning-book/graphs/contributors
Please reload this page	https://github.com/jebtang/python-machine-learning-book
	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.