René's URL Explorer Experiment


Title: GitHub - sfrey9/MLOpsPython: MLOps using Azure ML Services and Azure DevOps

Open Graph Title: GitHub - sfrey9/MLOpsPython: MLOps using Azure ML Services and Azure DevOps

X Title: GitHub - sfrey9/MLOpsPython: MLOps using Azure ML Services and Azure DevOps

Description: MLOps using Azure ML Services and Azure DevOps. Contribute to sfrey9/MLOpsPython development by creating an account on GitHub.

Open Graph Description: MLOps using Azure ML Services and Azure DevOps. Contribute to sfrey9/MLOpsPython development by creating an account on GitHub.

X Description: MLOps using Azure ML Services and Azure DevOps. Contribute to sfrey9/MLOpsPython development by creating an account on GitHub.

Mail addresses
opencode@microsoft.com

Opengraph URL: https://github.com/sfrey9/MLOpsPython

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:f3e0ae60-c9ea-93c4-d531-1db5b1d0c8fb
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB350:126966:2FA319D:4000726:697C6B31
html-safe-nonce8c696fda053681bc0ed7fd6c7709626d1b4785470abc8f17237b8df72762779b
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMzUwOjEyNjk2NjoyRkEzMTlEOjQwMDA3MjY6Njk3QzZCMzEiLCJ2aXNpdG9yX2lkIjoiNjYzMDAzODIzMzc0MjYwMTAwOSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac453ae104b6ca80a257dc856b998cd75bce2da8244009c61c5de6c0d7906e3e30
hovercard-subject-tagrepository:192219696
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/sfrey9/MLOpsPython
twitter:imagehttps://opengraph.githubassets.com/5fd43aed96d57adfafd326218fdd275db546cf4ddf55cc61db3b5869ced0dce9/sfrey9/MLOpsPython
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/5fd43aed96d57adfafd326218fdd275db546cf4ddf55cc61db3b5869ced0dce9/sfrey9/MLOpsPython
og:image:altMLOps using Azure ML Services and Azure DevOps. Contribute to sfrey9/MLOpsPython development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Noneda4f0ee56809799586f8ee546b27f94fe9b5893edfbf87732e82be45be013b52
turbo-cache-controlno-preview
go-importgithub.com/sfrey9/MLOpsPython git https://github.com/sfrey9/MLOpsPython.git
octolytics-dimension-user_id12852812
octolytics-dimension-user_loginsfrey9
octolytics-dimension-repository_id192219696
octolytics-dimension-repository_nwosfrey9/MLOpsPython
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id168217581
octolytics-dimension-repository_parent_nwomicrosoft/MLOpsPython
octolytics-dimension-repository_network_root_id168217581
octolytics-dimension-repository_network_root_nwomicrosoft/MLOpsPython
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
release5db242b0a5a9a6d9dcaf7ff8f1f7c9605002f57a
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsfrey9%2FMLOpsPython
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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsfrey9%2FMLOpsPython
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=sfrey9%2FMLOpsPython
Reloadhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
Reloadhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
Reloadhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
sfrey9 https://patch-diff.githubusercontent.com/sfrey9
MLOpsPythonhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
microsoft/MLOpsPythonhttps://patch-diff.githubusercontent.com/microsoft/MLOpsPython
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fsfrey9%2FMLOpsPython
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fsfrey9%2FMLOpsPython
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fsfrey9%2FMLOpsPython
MIT license https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/LICENSE
0 stars https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/stargazers
1.1k forks https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/forks
Branches https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/branches
Tags https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tags
Activity https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fsfrey9%2FMLOpsPython
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fsfrey9%2FMLOpsPython
Code https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
Pull requests 0 https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/pulls
Actions https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/actions
Projects 0 https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/projects
Security 0 https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/security
Insights https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/pulse
Code https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
Pull requests https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/pulls
Actions https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/actions
Projects https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/projects
Security https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/security
Insights https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/pulse
Brancheshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/branches
Tagshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tags
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/branches
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tags
131 Commitshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/commits/master/
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/commits/master/
aml_confighttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/aml_config
aml_confighttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/aml_config
aml_servicehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/aml_service
aml_servicehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/aml_service
codehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/code
codehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/code
datahttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/data
datahttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/data
docshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/docs
docshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/docs
environment_setuphttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/environment_setup
environment_setuphttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/environment_setup
modelhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/model
modelhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/model
release-pipelineshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/release-pipelines
release-pipelineshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/release-pipelines
tests/unithttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/tests/unit
tests/unithttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/tree/master/tests/unit
.gitignorehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/.gitignore
LICENSEhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/README.md
azure-pipelines.ymlhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/azure-pipelines.yml
azure-pipelines.ymlhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/azure-pipelines.yml
READMEhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
MIT licensehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#mlops-with-azure-ml
https://dev.azure.com/customai/DevopsForAI-AML/_build/latest?definitionId=1&branchName=master
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#author-praneet-solanki--richin-jain
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/docs/images/ml-lifecycle.png
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#prerequisite
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#getting-started
getting startedhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/docs/getting_started.md
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#architecture-diagram
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/docs/images/Architecture_DevOps_AI.png
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#architecture-flow
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#train-model
Azure ML Service Workspacehttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#workspace
Azure ML Computehttps://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-set-up-training-targets#amlcompute
Azure ML Pipelinehttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-ml-pipelines
modelhttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#model
run historyhttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#run
Azure ML Model registryhttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#model-registry
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#deploy-model
docker imagehttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#image
Azure Container Registryhttps://docs.microsoft.com/en-us/azure/container-registry/container-registry-intro
web servicehttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#web-service
Azure Container Instancehttps://docs.microsoft.com/en-us/azure/container-instances/container-instances-overview
web servicehttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#web-service
gated releasehttps://docs.microsoft.com/en-us/azure/devops/pipelines/release/approvals/gates?view=azure-devops
Azure Kubernetes Service(AKS)https://docs.microsoft.com/en-us/azure/aks/intro-kubernetes
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#repo-details
herehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/blob/master/docs/code_description.md
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#references
Azure Machine Learning(Azure ML) Service Workspacehttps://docs.microsoft.com/en-us/azure/machine-learning/service/overview-what-is-azure-ml
Azure ML CLIhttps://docs.microsoft.com/en-us/azure/machine-learning/service/reference-azure-machine-learning-cli
Azure ML Sampleshttps://docs.microsoft.com/en-us/azure/machine-learning/service/samples-notebooks
Azure ML Python SDK Quickstarthttps://docs.microsoft.com/en-us/azure/machine-learning/service/quickstart-create-workspace-with-python
Azure DevOpshttps://docs.microsoft.com/en-us/azure/devops/?view=vsts
https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#contributing
https://cla.microsoft.comhttps://cla.microsoft.com
Microsoft Open Source Code of Conducthttps://opensource.microsoft.com/codeofconduct/
Code of Conduct FAQhttps://opensource.microsoft.com/codeofconduct/faq/
Readme https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/sfrey9/MLOpsPython#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython
Activityhttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/activity
0 starshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/watchers
0 forkshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fsfrey9%2FMLOpsPython&report=sfrey9+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/sfrey9/MLOpsPython/releases
Packages 0https://patch-diff.githubusercontent.com/users/sfrey9/packages?repo_name=MLOpsPython
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.