René's URL Explorer Experiment


Title: Update ml_engineer_roadmap_2021.md by lamide-xxx · Pull Request #2 · codebasics/roadmaps · GitHub

Open Graph Title: Update ml_engineer_roadmap_2021.md by lamide-xxx · Pull Request #2 · codebasics/roadmaps

X Title: Update ml_engineer_roadmap_2021.md by lamide-xxx · Pull Request #2 · codebasics/roadmaps

Description: This repo is to add pages on various career paths and roadmaps such as data scientist, software engineer etc. - Update ml_engineer_roadmap_2021.md by lamide-xxx · Pull Request #2 · codebasics/roadmaps

Open Graph Description: Line 87 and Line 88. I corrrected the video references. It appears you added a few more videos to the youtube playlist after this writeup was published.

X Description: Line 87 and Line 88. I corrrected the video references. It appears you added a few more videos to the youtube playlist after this writeup was published.

Opengraph URL: https://github.com/codebasics/roadmaps/pull/2

X: @github

direct link

Domain: github.com

route-pattern/_view_fragments/voltron/pull_requests/show/:user_id/:repository/:id/pull_request_layout(.:format)
route-controllervoltron_pull_requests_fragments
route-actionpull_request_layout
fetch-noncev2:6d6ed64c-f27e-74e5-d446-af780a1506b3
current-catalog-service-hashae870bc5e265a340912cde392f23dad3671a0a881730ffdadd82f2f57d81641b
request-idA8F4:1B4A2F:3EE9A9:5AF4A5:6A62051B
html-safe-nonceeeb1afa3808e16a9bc205ceab79ce3ac1d8144f86568739ffd55791765eef2e8
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBOEY0OjFCNEEyRjozRUU5QTk6NUFGNEE1OjZBNjIwNTFCIiwidmlzaXRvcl9pZCI6IjQ3NTg4MDA0Mzk3ODU0MjQxNTUiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmacd68864780ff5617932171785fb9f6eb533fa338232e10b94592b4370ce86772a
hovercard-subject-tagpull_request:850716619
github-keyboard-shortcutsrepository,pull-request-list,pull-request-conversation,pull-request-files-changed,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///voltron/pull_requests_fragments/pull_request_layout
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/_view_fragments/voltron/pull_requests/show/codebasics/roadmaps/2/pull_request_layout
twitter:imagehttps://opengraph.githubassets.com/21752dafe1bf8384e1a5012f075c5f91f548b9cdc25e117feeca9448eb0ff94d/codebasics/roadmaps/pull/2
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/21752dafe1bf8384e1a5012f075c5f91f548b9cdc25e117feeca9448eb0ff94d/codebasics/roadmaps/pull/2
og:image:altLine 87 and Line 88. I corrrected the video references. It appears you added a few more videos to the youtube playlist after this writeup was published.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
og:author:usernamelamide-xxx
hostnamegithub.com
expected-hostnamegithub.com
None92eeba52656842b5eb8a3f62fd6465e80107329999099c7144d43d7476b38ad0
turbo-cache-controlno-cache
go-importgithub.com/codebasics/roadmaps git https://github.com/codebasics/roadmaps.git
octolytics-dimension-user_id16063416
octolytics-dimension-user_logincodebasics
octolytics-dimension-repository_id364630690
octolytics-dimension-repository_nwocodebasics/roadmaps
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id364630690
octolytics-dimension-repository_network_root_nwocodebasics/roadmaps
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
release14dbe1e269fc16133b0b2bbc058e3a259cd85df4
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/codebasics/roadmaps/pull/2#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcodebasics%2Froadmaps%2Fpull%2F2
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
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
Code QualityEnforce quality at mergehttps://github.com/features/code-quality
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
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/open-source/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/open-source/accelerator
GitHub Starshttps://stars.github.com
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/enterprise/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%2Fcodebasics%2Froadmaps%2Fpull%2F2
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%2Fvoltron%2Fpull_requests_fragments%2Fpull_request_layout&source=header-repo&source_repo=codebasics%2Froadmaps
Reloadhttps://github.com/codebasics/roadmaps/pull/2
Reloadhttps://github.com/codebasics/roadmaps/pull/2
Reloadhttps://github.com/codebasics/roadmaps/pull/2
Please reload this pagehttps://github.com/codebasics/roadmaps/pull/2
codebasics https://github.com/codebasics
roadmapshttps://github.com/codebasics/roadmaps
Notifications https://github.com/login?return_to=%2Fcodebasics%2Froadmaps
Fork 332 https://github.com/login?return_to=%2Fcodebasics%2Froadmaps
Star 722 https://github.com/login?return_to=%2Fcodebasics%2Froadmaps
Code https://github.com/codebasics/roadmaps
Issues 1 https://github.com/codebasics/roadmaps/issues
Pull requests 2 https://github.com/codebasics/roadmaps/pulls
Actions https://github.com/codebasics/roadmaps/actions
Projects https://github.com/codebasics/roadmaps/projects
Security and quality 0 https://github.com/codebasics/roadmaps/security
Insights https://github.com/codebasics/roadmaps/pulse
Code https://github.com/codebasics/roadmaps
Issues https://github.com/codebasics/roadmaps/issues
Pull requests https://github.com/codebasics/roadmaps/pulls
Actions https://github.com/codebasics/roadmaps/actions
Projects https://github.com/codebasics/roadmaps/projects
Security and quality https://github.com/codebasics/roadmaps/security
Insights https://github.com/codebasics/roadmaps/pulse
lamide-xxxhttps://github.com/lamide-xxx
codebasics:masterhttps://github.com/codebasics/roadmaps/tree/master
lamide-xxx:patch-1https://github.com/lamide-xxx/roadmaps/tree/patch-1
Conversationhttps://github.com/codebasics/roadmaps/pull/2
Commits1 (1)https://github.com/codebasics/roadmaps/pull/2/commits
Checkshttps://github.com/codebasics/roadmaps/pull/2/checks
Files changedhttps://github.com/codebasics/roadmaps/pull/2/files
Update ml_engineer_roadmap_2021.mdhttps://github.com/codebasics/roadmaps/pull/2#top
lamide-xxxhttps://github.com/lamide-xxx
codebasics:masterhttps://github.com/codebasics/roadmaps/tree/master
lamide-xxx:patch-1https://github.com/lamide-xxx/roadmaps/tree/patch-1
https://github.com/lamide-xxx
lamide-xxxhttps://github.com/lamide-xxx
Feb 13, 2022https://github.com/codebasics/roadmaps/pull/2#issue-1135852870
Please reload this pagehttps://github.com/codebasics/roadmaps/pull/2
https://github.com/lamide-xxx
Update ml_engineer_roadmap_2021.mdhttps://github.com/codebasics/roadmaps/pull/2/commits/dfc9e1d540e0fefeac7e33fa7ac0dfb815267367
dfc9e1dhttps://github.com/codebasics/roadmaps/pull/2/commits/dfc9e1d540e0fefeac7e33fa7ac0dfb815267367
https://github.co/hiddenchars
https://github.com/codebasics/roadmaps/pull/{{ revealButtonHref }}
Sign up for freehttps://github.com/join?source=comment-repo
Sign in to commenthttps://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcodebasics%2Froadmaps%2Fpull%2F2
Please reload this pagehttps://github.com/codebasics/roadmaps/pull/2
https://github.com/lamide-xxx
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.