René's URL Explorer Experiment


Title: GitHub - MantisAI/deploying-ML: Example ML pipeline for the AIMLAC DTC training event November 2021

Open Graph Title: GitHub - MantisAI/deploying-ML: Example ML pipeline for the AIMLAC DTC training event November 2021

X Title: GitHub - MantisAI/deploying-ML: Example ML pipeline for the AIMLAC DTC training event November 2021

Description: Example ML pipeline for the AIMLAC DTC training event November 2021 - MantisAI/deploying-ML

Open Graph Description: Example ML pipeline for the AIMLAC DTC training event November 2021 - MantisAI/deploying-ML

X Description: Example ML pipeline for the AIMLAC DTC training event November 2021 - MantisAI/deploying-ML

Opengraph URL: https://github.com/MantisAI/deploying-ML

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:72e5d4b7-3312-7495-e8a5-7651f7f2ff5c
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idAE2E:1203A0:148E8F1:1C31DC5:698DD1E1
html-safe-nonce2dbe647d5318a1931dccf8345b0d0b409b512f53cd87047e6359c2185b674c5d
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBRTJFOjEyMDNBMDoxNDhFOEYxOjFDMzFEQzU6Njk4REQxRTEiLCJ2aXNpdG9yX2lkIjoiNDMyMTEwODUxNzQzMzc1ODE3NyIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmace6522b798b9fe1a812b13d684fa3e559973d4d277de2594368ca83469c6db9f1
hovercard-subject-tagrepository:430444923
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/MantisAI/deploying-ML
twitter:imagehttps://opengraph.githubassets.com/0fa95c7c8c2cbbc9b9974b48ec44df31db0374dfde987d0513674ba64940c2a0/MantisAI/deploying-ML
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/0fa95c7c8c2cbbc9b9974b48ec44df31db0374dfde987d0513674ba64940c2a0/MantisAI/deploying-ML
og:image:altExample ML pipeline for the AIMLAC DTC training event November 2021 - MantisAI/deploying-ML
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Noned9c5a945db9d79f5476dbe75d3700f24739ef28ab02037163bdeac4050cd4ded
turbo-cache-controlno-preview
go-importgithub.com/MantisAI/deploying-ML git https://github.com/MantisAI/deploying-ML.git
octolytics-dimension-user_id75127215
octolytics-dimension-user_loginMantisAI
octolytics-dimension-repository_id430444923
octolytics-dimension-repository_nwoMantisAI/deploying-ML
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id430444923
octolytics-dimension-repository_network_root_nwoMantisAI/deploying-ML
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
release1e3d09effb9f6299d5990409f03a0dfa8eca8595
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FMantisAI%2Fdeploying-ML
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%2FMantisAI%2Fdeploying-ML
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=MantisAI%2Fdeploying-ML
Reloadhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Reloadhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Reloadhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
MantisAI https://patch-diff.githubusercontent.com/MantisAI
deploying-MLhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Please reload this pagehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FMantisAI%2Fdeploying-ML
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2FMantisAI%2Fdeploying-ML
Star 1 https://patch-diff.githubusercontent.com/login?return_to=%2FMantisAI%2Fdeploying-ML
MIT license https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/LICENSE
1 star https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/stargazers
0 forks https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/forks
Branches https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/branches
Tags https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tags
Activity https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FMantisAI%2Fdeploying-ML
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FMantisAI%2Fdeploying-ML
Code https://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Issues 0 https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/issues
Pull requests 0 https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/pulls
Actions https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/actions
Projects 0 https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/projects
Security 0 https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/security
Insights https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/pulse
Code https://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Issues https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/issues
Pull requests https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/pulls
Actions https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/actions
Projects https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/projects
Security https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/security
Insights https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/pulse
Brancheshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/branches
Tagshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tags
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/branches
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tags
31 Commitshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/commits/main/
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/commits/main/
.dvchttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/.dvc
.dvchttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/.dvc
datahttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/data
datahttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/data
modelshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/models
modelshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/models
resultshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/results
resultshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/results
srchttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/src
srchttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tree/main/src
.dockerignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.dockerignore
.dockerignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.dockerignore
.dvcignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.dvcignore
.dvcignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.dvcignore
.gitignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/.gitignore
Dockerfilehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/Dockerfile
Dockerfilehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/Dockerfile
LICENSEhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/LICENSE
Makefilehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/Makefile
Makefilehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/Makefile
README.mdhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/README.md
docker-compose.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/docker-compose.yaml
docker-compose.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/docker-compose.yaml
dvc.lockhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/dvc.lock
dvc.lockhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/dvc.lock
dvc.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/dvc.yaml
dvc.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/dvc.yaml
params.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/params.yaml
params.yamlhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/params.yaml
requirements.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements.txt
requirements_dev.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements_dev.txt
requirements_dev.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements_dev.txt
requirements_test.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements_test.txt
requirements_test.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/requirements_test.txt
unpinned_requirements.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/unpinned_requirements.txt
unpinned_requirements.txthttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/blob/main/unpinned_requirements.txt
READMEhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
MIT licensehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#deploying-machine-learning-models
kaggle dataset of 5157 text messageshttps://www.kaggle.com/team-ai/spam-text-message-classification
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#setting-up-the-virtual-environment-0-dependencies
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#adding-the-raw-data-to-data-version-control-1-data-version-control
kagglehttps://www.kaggle.com/team-ai/spam-text-message-classification
CC0 licensehttps://creativecommons.org/publicdomain/zero/1.0/
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#processing-the-data-2-process-data
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#add-a-dvc-pipeline-3-dvc-pipeline
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#separate-the-data-into-a-traintest-set-4-train-test-split
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#train-a-model-5-train-model
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#evaluate-model-6-evaluate-model
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#get-train-metrics-7-create-cli
typerhttps://typer.tiangolo.com/typer-cli/
foeach stagehttps://dvc.org/doc/user-guide/project-structure/pipelines-files#foreach-stages
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#adjust-parameters-and-iterate-8-iterate
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#dvc-experiments
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#a-simple-restful-http-api-9-simple-restful-api
fastapihttps://fastapi.tiangolo.com/
https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#containerising-the-api-with-docker-10-containerisation
nlp https://patch-diff.githubusercontent.com/topics/nlp
api https://patch-diff.githubusercontent.com/topics/api
dvc https://patch-diff.githubusercontent.com/topics/dvc
mlops https://patch-diff.githubusercontent.com/topics/mlops
Readme https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/MantisAI/deploying-ML#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Activityhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/activity
Custom propertieshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/custom-properties
1 starhttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/watchers
0 forkshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMantisAI%2Fdeploying-ML&report=MantisAI+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML/releases
11 tags https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/tags
Please reload this pagehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Learn more about GitHub Sponsorshttps://patch-diff.githubusercontent.com/sponsors
Packages 0https://patch-diff.githubusercontent.com/orgs/MantisAI/packages?repo_name=deploying-ML
Please reload this pagehttps://patch-diff.githubusercontent.com/MantisAI/deploying-ML
Python 76.2% https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/search?l=python
Makefile 19.9% https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/search?l=makefile
Dockerfile 3.9% https://patch-diff.githubusercontent.com/MantisAI/deploying-ML/search?l=dockerfile
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.