René's URL Explorer Experiment

Title: GitHub - Halfish/machine-learning-reference: 常见的机器学习参考资料，包括书籍、公开课等

Open Graph Title: GitHub - Halfish/machine-learning-reference: 常见的机器学习参考资料，包括书籍、公开课等

X Title: GitHub - Halfish/machine-learning-reference: 常见的机器学习参考资料，包括书籍、公开课等

Description: 常见的机器学习参考资料，包括书籍、公开课等. Contribute to Halfish/machine-learning-reference development by creating an account on GitHub.

Open Graph Description: 常见的机器学习参考资料，包括书籍、公开课等. Contribute to Halfish/machine-learning-reference development by creating an account on GitHub.

X Description: 常见的机器学习参考资料，包括书籍、公开课等. Contribute to Halfish/machine-learning-reference development by creating an account on GitHub.

Opengraph URL: https://github.com/Halfish/machine-learning-reference

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:de3ed35a-8e09-4a5a-f8ef-22db8c1b26c8
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D16C:1419BC:3B08030:51B9390:6977D4AA
html-safe-nonce	5462c38dd32da26090b90b6f430993db8afaf0d1e20f721c6651f52d702d3dfd
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEMTZDOjE0MTlCQzozQjA4MDMwOjUxQjkzOTA6Njk3N0Q0QUEiLCJ2aXNpdG9yX2lkIjoiNzcyMzAwNzMzNzgzNjMwMzUzMCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	d55ad618e58f01841cda1fa141210b288f8d6dfc67b687a19ee1c3e7d4aa3046
hovercard-subject-tag	repository:69005164
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/Halfish/machine-learning-reference
twitter:image	https://opengraph.githubassets.com/4f1d31bcec5d969a84ec7a60569f1eb697ac470d3ee261f26a9a99b557f204d9/Halfish/machine-learning-reference
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/4f1d31bcec5d969a84ec7a60569f1eb697ac470d3ee261f26a9a99b557f204d9/Halfish/machine-learning-reference
og:image:alt	常见的机器学习参考资料，包括书籍、公开课等. Contribute to Halfish/machine-learning-reference 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	b39e6c26c0326ac7510f4f58f7248053edc1a743c844376b8155c71ef8138521
turbo-cache-control	no-preview
go-import	github.com/Halfish/machine-learning-reference git https://github.com/Halfish/machine-learning-reference.git
octolytics-dimension-user_id	7709556
octolytics-dimension-user_login	Halfish
octolytics-dimension-repository_id	69005164
octolytics-dimension-repository_nwo	Halfish/machine-learning-reference
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	69005164
octolytics-dimension-repository_network_root_nwo	Halfish/machine-learning-reference
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	9db2400e2405e5e571d97a25e1e140cfec8da1a0
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FHalfish%2Fmachine-learning-reference
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
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
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
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/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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FHalfish%2Fmachine-learning-reference
Sign up	https://patch-diff.githubusercontent.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=Halfish%2Fmachine-learning-reference
Reload	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Reload	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Reload	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Halfish	https://patch-diff.githubusercontent.com/Halfish
machine-learning-reference	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FHalfish%2Fmachine-learning-reference
Fork 123	https://patch-diff.githubusercontent.com/login?return_to=%2FHalfish%2Fmachine-learning-reference
Star 442	https://patch-diff.githubusercontent.com/login?return_to=%2FHalfish%2Fmachine-learning-reference
GPL-3.0 license	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/LICENSE
442 stars	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/stargazers
123 forks	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/forks
Branches	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/branches
Tags	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tags
Activity	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FHalfish%2Fmachine-learning-reference
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FHalfish%2Fmachine-learning-reference
Code	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Issues 0	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/issues
Pull requests 1	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/pulls
Actions	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/actions
Projects 0	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/projects
Security 0	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/security
Insights	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/pulse
Code	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Issues	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/issues
Pull requests	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/pulls
Actions	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/actions
Projects	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/projects
Security	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/security
Insights	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/pulse
Branches	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/branches
Tags	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tags
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/branches
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tags
41 Commits	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/commits/master/
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/commits/master/
attention_mechanism	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/attention_mechanism
attention_mechanism	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/attention_mechanism
image_sentence_matching	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/image_sentence_matching
image_sentence_matching	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/image_sentence_matching
memory_network	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/memory_network
memory_network	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/memory_network
summary	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/summary
summary	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/tree/master/summary
LICENSE	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/LICENSE
README.md	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/README.md
a.txt	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/a.txt
a.txt	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/a.txt
paper-reading-list.md	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/paper-reading-list.md
paper-reading-list.md	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/blob/master/paper-reading-list.md
README	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
GPL-3.0 license	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#machine-learning-reference
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#1-机器学习
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#11-书籍
PRML, Pattern Recognition and Machine Learning, Bishop 2006	https://www.microsoft.com/en-us/research/people/cmbishop/
MLaPP, Machine Learning, A Probabilistic Perspective, Murphy 2012	http://www.cs.ubc.ca/~murphyk/MLbook/
统计学习方法，李航 2012	https://book.douban.com/subject/10590856/
机器学习，周志华 2016	http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/MLbook2016.htm
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#12-公开课
CS229 Machine Learning Autumn 2016	http://cs229.stanford.edu/
视频	http://open.163.com/special/opencourse/machinelearning.html
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#2-自然语言处理natural-language-processing
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#21-书籍
Foundations of Statistical Natural Language Processing	https://nlp.stanford.edu/fsnlp/
统计自然语言处理	https://book.douban.com/subject/25746399/
Speech and Language Processing	http://web.stanford.edu/~jurafsky/slp3/
Deep Learning in Natural Language Processing	https://www.springer.com/gp/book/9789811052088
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#3-深度学习deep-learning
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#31-书籍
Deep Learning Book	http://www.deeplearningbook.org/
exacity/deeplearningbook-chinese	https://github.com/exacity/deeplearningbook-chinese
Neural Networks and Deep Learning	http://neuralnetworksanddeeplearning.com/
神经网络与深度学习	https://www.gitbook.com/book/tigerneil/neural-networks-and-deep-learning-zh/details
神经网络与深度学习	https://github.com/nndl/nndl.github.io
邱锡鹏	http://nlp.fudan.edu.cn/xpqiu/
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#32-视频
Deep Learning Summer School, Montreal 2016	http://videolectures.net/deeplearning2016_montreal/
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#33-公开课
CS231n: Convolutional Neural Networks for Visual Recognition	http://cs231n.stanford.edu/
中文翻译	https://zhuanlan.zhihu.com/p/21930884?refer=intelligentunit
中文课程视频	http://study.163.com/course/introduction/1003223001.htm#/courseDetail
CS224n: Deep Learning for Natural Language Processing	http://web.stanford.edu/class/cs224n/
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#4-概率图模型pgm-probabilistic-graphical-models
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#41-书籍
Probabilistic Graphical Models: Principles and Techniques	http://pgm.stanford.edu/
	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#42-公开课
Probabilistic Graphical Models	https://www.coursera.org/specializations/probabilistic-graphical-models
Probabilistic Graphical Models	http://www.cs.cmu.edu/~epxing/Class/10708-14/lecture.html
Probabilistic Graphical Models Spring 2013	http://cs.nyu.edu/~dsontag/courses/pgm13/
machine-learning	https://patch-diff.githubusercontent.com/topics/machine-learning
books	https://patch-diff.githubusercontent.com/topics/books
deep-learning	https://patch-diff.githubusercontent.com/topics/deep-learning
reference	https://patch-diff.githubusercontent.com/topics/reference
paperlist	https://patch-diff.githubusercontent.com/topics/paperlist
Readme	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#readme-ov-file
GPL-3.0 license	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference#GPL-3.0-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference
Activity	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/activity
442 stars	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/stargazers
26 watching	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/watchers
123 forks	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FHalfish%2Fmachine-learning-reference&report=Halfish+%28user%29
Releases	https://patch-diff.githubusercontent.com/Halfish/machine-learning-reference/releases
Packages 0	https://patch-diff.githubusercontent.com/users/Halfish/packages?repo_name=machine-learning-reference
	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.