René's URL Explorer Experiment

Title: GitHub - keepkeen/DeepLearning: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

Open Graph Title: GitHub - keepkeen/DeepLearning: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

X Title: GitHub - keepkeen/DeepLearning: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

Description: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现 - keepkeen/DeepLearning

Open Graph Description: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现 - keepkeen/DeepLearning

X Description: Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现 - keepkeen/DeepLearning

Mail addresses
deityrayleigh@gmail.com

Opengraph URL: https://github.com/keepkeen/DeepLearning

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:52f68d76-d19f-cd96-c3f4-b4eb036b6240
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	936A:83DE7:A9B978F:DB8BD42:6976711D
html-safe-nonce	1eeba42e0eb4e75445915538f313cde83cd9434068ba374ae235d17b325286eb
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5MzZBOjgzREU3OkE5Qjk3OEY6REI4QkQ0Mjo2OTc2NzExRCIsInZpc2l0b3JfaWQiOiIxMTEwMjQ4Mjg3NTc2MTU4NDkzIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	80bfb36b1335e226ce64524bc4e8e4fc6e9ca6f47b47332d9e6da12e0f93c7f9
hovercard-subject-tag	repository:749048621
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/keepkeen/DeepLearning
twitter:image	https://opengraph.githubassets.com/f169ce38bc72771ba1473f43c0d5627a7180b474adbc99501675374c544313d9/keepkeen/DeepLearning
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/f169ce38bc72771ba1473f43c0d5627a7180b474adbc99501675374c544313d9/keepkeen/DeepLearning
og:image:alt	Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现 - keepkeen/DeepLearning
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	032152924a283b83384255d9489e7b93b54ba01da8d380b05ecd3953b3212411
turbo-cache-control	no-preview
go-import	github.com/keepkeen/DeepLearning git https://github.com/keepkeen/DeepLearning.git
octolytics-dimension-user_id	100353738
octolytics-dimension-user_login	keepkeen
octolytics-dimension-repository_id	749048621
octolytics-dimension-repository_nwo	keepkeen/DeepLearning
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	243454957
octolytics-dimension-repository_parent_nwo	MingchaoZhu/DeepLearning
octolytics-dimension-repository_network_root_id	243454957
octolytics-dimension-repository_network_root_nwo	MingchaoZhu/DeepLearning
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	5b577f6be6482e336e3c30e8daefa30144947b17
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fkeepkeen%2FDeepLearning
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%2Fkeepkeen%2FDeepLearning
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=keepkeen%2FDeepLearning
Reload	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
Reload	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
Reload	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
keepkeen	https://patch-diff.githubusercontent.com/keepkeen
DeepLearning	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
MingchaoZhu/DeepLearning	https://patch-diff.githubusercontent.com/MingchaoZhu/DeepLearning
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fkeepkeen%2FDeepLearning
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fkeepkeen%2FDeepLearning
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fkeepkeen%2FDeepLearning
MIT license	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/LICENSE
0 stars	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/stargazers
1.4k forks	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/forks
Branches	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/branches
Tags	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tags
Activity	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Fkeepkeen%2FDeepLearning
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fkeepkeen%2FDeepLearning
Code	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
Pull requests 0	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/pulls
Actions	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/actions
Projects 0	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/projects
Security 0	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/security
Insights	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/pulse
Code	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
Pull requests	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/pulls
Actions	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/actions
Projects	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/projects
Security	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/security
Insights	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/pulse
Branches	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/branches
Tags	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tags
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/branches
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tags
27 Commits	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/commits/master/
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/commits/master/
code	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tree/master/code
code	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tree/master/code
docs	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tree/master/docs
docs	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/tree/master/docs
.gitattributes	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/.gitattributes
.gitattributes	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/.gitattributes
11 实践方法论.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/11%20%E5%AE%9E%E8%B7%B5%E6%96%B9%E6%B3%95%E8%AE%BA.pdf
11 实践方法论.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/11%20%E5%AE%9E%E8%B7%B5%E6%96%B9%E6%B3%95%E8%AE%BA.pdf
2 线性代数.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/2%20%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0.pdf
2 线性代数.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/2%20%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0.pdf
3 概率与信息论.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/3%20%E6%A6%82%E7%8E%87%E4%B8%8E%E4%BF%A1%E6%81%AF%E8%AE%BA.pdf
3 概率与信息论.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/3%20%E6%A6%82%E7%8E%87%E4%B8%8E%E4%BF%A1%E6%81%AF%E8%AE%BA.pdf
4 数值计算.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/4%20%E6%95%B0%E5%80%BC%E8%AE%A1%E7%AE%97.pdf
4 数值计算.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/4%20%E6%95%B0%E5%80%BC%E8%AE%A1%E7%AE%97.pdf
5 机器学习基础.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/5%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80.pdf
5 机器学习基础.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/5%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80.pdf
6 深度前馈网络.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/6%20%E6%B7%B1%E5%BA%A6%E5%89%8D%E9%A6%88%E7%BD%91%E7%BB%9C.pdf
6 深度前馈网络.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/6%20%E6%B7%B1%E5%BA%A6%E5%89%8D%E9%A6%88%E7%BD%91%E7%BB%9C.pdf
7 深度学习中的正则化.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/7%20%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E6%AD%A3%E5%88%99%E5%8C%96.pdf
7 深度学习中的正则化.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/7%20%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E6%AD%A3%E5%88%99%E5%8C%96.pdf
8 深度模型中的优化.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/8%20%E6%B7%B1%E5%BA%A6%E6%A8%A1%E5%9E%8B%E4%B8%AD%E7%9A%84%E4%BC%98%E5%8C%96.pdf
8 深度模型中的优化.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/8%20%E6%B7%B1%E5%BA%A6%E6%A8%A1%E5%9E%8B%E4%B8%AD%E7%9A%84%E4%BC%98%E5%8C%96.pdf
9 卷积网络.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/9%20%E5%8D%B7%E7%A7%AF%E7%BD%91%E7%BB%9C.pdf
9 卷积网络.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/9%20%E5%8D%B7%E7%A7%AF%E7%BD%91%E7%BB%9C.pdf
DL中文.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/DL%E4%B8%AD%E6%96%87.pdf
DL中文.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/DL%E4%B8%AD%E6%96%87.pdf
DL英文.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/DL%E8%8B%B1%E6%96%87.pdf
DL英文.pdf	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/DL%E8%8B%B1%E6%96%87.pdf
LICENSE	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/LICENSE
README.md	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/README.md
contents.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/contents.txt
contents.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/contents.txt
reference.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/reference.txt
reference.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/reference.txt
update.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/update.txt
update.txt	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/update.txt
README	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
License	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#deep-learning
	https://github.com/MingchaoZhu/DeepLearning/blob/master/docs/cover.jpg
pdf	https://github.com/MingchaoZhu/DeepLearning/releases/download/v0.0.1/DL_cn.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/releases/download/v0.0.0/DL_en.pdf
深度学习_原理与代码实现.pdf	https://github.com/MingchaoZhu/DeepLearning/releases/download/v1.1.1/default.pdf
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#留言
深度学习_原理与代码实现.pdf	https://github.com/MingchaoZhu/DeepLearning/releases/download/v1.1.1/default.pdf
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#更新说明
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#章节目录与文件下载
releases	https://github.com/MingchaoZhu/DeepLearning/releases
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/2%20%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/3%20%E6%A6%82%E7%8E%87%E4%B8%8E%E4%BF%A1%E6%81%AF%E8%AE%BA.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/4%20%E6%95%B0%E5%80%BC%E8%AE%A1%E7%AE%97.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/5%20%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/6%20%E6%B7%B1%E5%BA%A6%E5%89%8D%E9%A6%88%E7%BD%91%E7%BB%9C.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/7%20%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E7%9A%84%E6%AD%A3%E5%88%99%E5%8C%96.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/8%20%E6%B7%B1%E5%BA%A6%E6%A8%A1%E5%9E%8B%E4%B8%AD%E7%9A%84%E4%BC%98%E5%8C%96.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/9%20%E5%8D%B7%E7%A7%AF%E7%BD%91%E7%BB%9C.pdf
pdf	https://github.com/MingchaoZhu/DeepLearning/raw/master/11%20%E5%AE%9E%E8%B7%B5%E6%96%B9%E6%B3%95%E8%AE%BA.pdf
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#致谢
https://mp.weixin.qq.com/s/dVD-vKJsMGqnBz2v4O-Q3Q	https://mp.weixin.qq.com/s/dVD-vKJsMGqnBz2v4O-Q3Q
https://m.weibo.cn/5722964389/4504392843690487	https://m.weibo.cn/5722964389/4504392843690487
https://mp.weixin.qq.com/s/EzFOnwpkv7mr2TSjPtVG9A	https://mp.weixin.qq.com/s/EzFOnwpkv7mr2TSjPtVG9A
https://m.weibo.cn/1402400261/4503389646699745	https://m.weibo.cn/1402400261/4503389646699745
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#赞助
	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/blob/master/docs/pay.jpg
Readme	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning
Activity	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/activity
0 stars	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/stargazers
0 watching	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/watchers
0 forks	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fkeepkeen%2FDeepLearning&report=keepkeen+%28user%29
Releases	https://patch-diff.githubusercontent.com/keepkeen/DeepLearning/releases
Packages 0	https://patch-diff.githubusercontent.com/users/keepkeen/packages?repo_name=DeepLearning
	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.