René's URL Explorer Experiment


Title: BuildingMachineLearningSystemsWithPython/ch12 at master · asuryam/BuildingMachineLearningSystemsWithPython · GitHub

Open Graph Title: BuildingMachineLearningSystemsWithPython/ch12 at master · asuryam/BuildingMachineLearningSystemsWithPython

X Title: BuildingMachineLearningSystemsWithPython/ch12 at master · asuryam/BuildingMachineLearningSystemsWithPython

Description: Source Code for the book Building Machine Learning Systems with Python - BuildingMachineLearningSystemsWithPython/ch12 at master · asuryam/BuildingMachineLearningSystemsWithPython

Open Graph Description: Source Code for the book Building Machine Learning Systems with Python - asuryam/BuildingMachineLearningSystemsWithPython

X Description: Source Code for the book Building Machine Learning Systems with Python - asuryam/BuildingMachineLearningSystemsWithPython

Opengraph URL: https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository/tree/*name(/*path)
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:8a8d3a1e-d625-6b40-f4e6-ab92344369c8
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idAACC:3C7D7F:90AF1:C616A:696A6D21
html-safe-nonceef3d8fd6d79bf14d7cfff8bc868ee56b028add304d2b79739c9d2dd102dcaafe
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBQUNDOjNDN0Q3Rjo5MEFGMTpDNjE2QTo2OTZBNkQyMSIsInZpc2l0b3JfaWQiOiIzNjcyMDQ2MzIwODU2MjMxMjAxIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmace89d426bc36b27f15d0dbdd9f2a691d7f13d32a9a3f0638b91383daf2e44941d
hovercard-subject-tagrepository:42503608
github-keyboard-shortcutsrepository,source-code,file-tree,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///files/disambiguate
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12
twitter:imagehttps://opengraph.githubassets.com/2a49be8fbca86db4ec6e012e4fc9323b3e590dadf3289f0cb80c42329fe4c5e7/asuryam/BuildingMachineLearningSystemsWithPython
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/2a49be8fbca86db4ec6e012e4fc9323b3e590dadf3289f0cb80c42329fe4c5e7/asuryam/BuildingMachineLearningSystemsWithPython
og:image:altSource Code for the book Building Machine Learning Systems with Python - asuryam/BuildingMachineLearningSystemsWithPython
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None6fea32d5b7276b841b7a803796d9715bc6cfb31ed549fdf9de2948ac25d12ba6
turbo-cache-controlno-cache
go-importgithub.com/asuryam/BuildingMachineLearningSystemsWithPython git https://github.com/asuryam/BuildingMachineLearningSystemsWithPython.git
octolytics-dimension-user_id14289773
octolytics-dimension-user_loginasuryam
octolytics-dimension-repository_id42503608
octolytics-dimension-repository_nwoasuryam/BuildingMachineLearningSystemsWithPython
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id13086750
octolytics-dimension-repository_parent_nwoluispedro/BuildingMachineLearningSystemsWithPython
octolytics-dimension-repository_network_root_id13086750
octolytics-dimension-repository_network_root_nwoluispedro/BuildingMachineLearningSystemsWithPython
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releasef2d9f6432a5a115ec709295ae70623f33bb80aee
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fasuryam%2FBuildingMachineLearningSystemsWithPython%2Ftree%2Fmaster%2Fch12
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://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%2Fasuryam%2FBuildingMachineLearningSystemsWithPython%2Ftree%2Fmaster%2Fch12
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=asuryam%2FBuildingMachineLearningSystemsWithPython
Reloadhttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12
Reloadhttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12
Reloadhttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12
asuryam https://github.com/asuryam
BuildingMachineLearningSystemsWithPythonhttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython
luispedro/BuildingMachineLearningSystemsWithPythonhttps://github.com/luispedro/BuildingMachineLearningSystemsWithPython
Notifications https://github.com/login?return_to=%2Fasuryam%2FBuildingMachineLearningSystemsWithPython
Fork 0 https://github.com/login?return_to=%2Fasuryam%2FBuildingMachineLearningSystemsWithPython
Star 0 https://github.com/login?return_to=%2Fasuryam%2FBuildingMachineLearningSystemsWithPython
Code https://github.com/asuryam/BuildingMachineLearningSystemsWithPython
Pull requests 0 https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/pulls
Actions https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/actions
Projects 0 https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/projects
Wiki https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/wiki
Security Uh oh! There was an error while loading. Please reload this page. https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/security
Please reload this pagehttps://github.com/asuryam/BuildingMachineLearningSystemsWithPython/tree/master/ch12
Insights https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/pulse
Code https://github.com/asuryam/BuildingMachineLearningSystemsWithPython
Pull requests https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/pulls
Actions https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/actions
Projects https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/projects
Wiki https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/wiki
Security https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/security
Insights https://github.com/asuryam/BuildingMachineLearningSystemsWithPython/pulse
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.