René's URL Explorer Experiment


Title: GitHub - ajoga/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

Open Graph Title: GitHub - ajoga/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

X Title: GitHub - ajoga/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - ajoga/mlops-python-package

Open Graph Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - ajoga/mlops-python-package

X Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - ajoga/mlops-python-package

Opengraph URL: https://github.com/ajoga/mlops-python-package

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:8196ffa1-7e73-0f9f-7c5e-354e995d282c
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB9DE:190D06:1F5394:27DA8C:69901600
html-safe-nonce595f2ec1759cd974aeec2e0b0642a90ceaedd9edd6744bba47f8b9e40d813b1a
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCOURFOjE5MEQwNjoxRjUzOTQ6MjdEQThDOjY5OTAxNjAwIiwidmlzaXRvcl9pZCI6Ijg0NTY3NTUwMDY2MTExMzM5NTIiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac7b78df3ab7d5541ec0122d8eaf4e610f7f9cc91953756523515dafc202487b8e
hovercard-subject-tagrepository:662167952
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/ajoga/mlops-python-package
twitter:imagehttps://opengraph.githubassets.com/490863c2842dd4f3c2587bf5b51c761e7a7870e9dab2e2e39fc19ed7386422d9/ajoga/mlops-python-package
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/490863c2842dd4f3c2587bf5b51c761e7a7870e9dab2e2e39fc19ed7386422d9/ajoga/mlops-python-package
og:image:altKickstart your MLOps initiative with a flexible, robust, and productive Python package. - ajoga/mlops-python-package
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None42c603b9d642c4a9065a51770f75e5e27132fef0e858607f5c9cb7e422831a7b
turbo-cache-controlno-preview
go-importgithub.com/ajoga/mlops-python-package git https://github.com/ajoga/mlops-python-package.git
octolytics-dimension-user_id37543966
octolytics-dimension-user_loginajoga
octolytics-dimension-repository_id662167952
octolytics-dimension-repository_nwoajoga/mlops-python-package
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id657748554
octolytics-dimension-repository_parent_nwofmind/mlops-python-package
octolytics-dimension-repository_network_root_id657748554
octolytics-dimension-repository_network_root_nwofmind/mlops-python-package
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
release3b33c5aedc9808f45bc5fcf0b1e4404cf749dac7
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fajoga%2Fmlops-python-package
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%2Fajoga%2Fmlops-python-package
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=ajoga%2Fmlops-python-package
Reloadhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Reloadhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Reloadhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
ajoga https://patch-diff.githubusercontent.com/ajoga
mlops-python-packagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
fmind/mlops-python-packagehttps://patch-diff.githubusercontent.com/fmind/mlops-python-package
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fajoga%2Fmlops-python-package
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fajoga%2Fmlops-python-package
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fajoga%2Fmlops-python-package
View license https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/LICENCE.txt
0 stars https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/stargazers
200 forks https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/forks
Branches https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/branches
Tags https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tags
Activity https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fajoga%2Fmlops-python-package
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fajoga%2Fmlops-python-package
Code https://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Pull requests 0 https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/pulls
Actions https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/actions
Projects 0 https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/projects
Security 0 https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/security
Insights https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/pulse
Code https://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Pull requests https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/pulls
Actions https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/actions
Projects https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/projects
Security https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/security
Insights https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/pulse
Brancheshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/branches
Tagshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tags
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/branches
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tags
1 Commithttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/commits/main/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package/commits/main/
confshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/confs
confshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/confs
datahttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/data
datahttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/data
docshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/docs
docshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/docs
notebookshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/notebooks
notebookshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/notebooks
outputshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/outputs
outputshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/outputs
src/wineshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/src/wines
src/wineshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/src/wines
taskshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/tasks
taskshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/tasks
testshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/tests
testshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/tree/main/tests
.bumpversion.cfghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.bumpversion.cfg
.bumpversion.cfghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.bumpversion.cfg
.gitignorehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.pre-commit-config.yaml
.python-versionhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.python-version
.python-versionhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/.python-version
Dockerfilehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/Dockerfile
Dockerfilehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/Dockerfile
LICENCE.txthttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/LICENCE.txt
LICENCE.txthttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/LICENCE.txt
README.mdhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/README.md
invoke.yamlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/invoke.yaml
invoke.yamlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/invoke.yaml
mlops-python-package.code-workspacehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/mlops-python-package.code-workspace
mlops-python-package.code-workspacehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/mlops-python-package.code-workspace
poetry.tomlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/poetry.toml
poetry.tomlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/poetry.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/blob/main/pyproject.toml
READMEhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Licensehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#mlops-python-package
toolshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tools
tipshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tips
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#table-of-contents
MLOps Python Packagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#mlops-python-package
Table of Contentshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#table-of-contents
Installhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#install
Prerequisiteshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#prerequisites
Installationhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#installation
Next Stepshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#next-steps
Usagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#usage
Configurationhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#configuration
Executionhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#execution
Automationhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#automation
Toolshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tools
Automationhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#automation-1
Commit: Pre-Commithttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#commit-pre-commit
Release: Bump2versionhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#release-bump2version
Tasks: PyInvokehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tasks-pyinvoke
CLIhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#cli
Parser: Argparse!https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parser-argparse
Logging: Loguruhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#logging-loguru
Codehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code
Coverage: Coveragehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#coverage-coverage
Editor: VS Codehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#editor-vs-code
Formatting: Isort + Blackhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#formatting-isort--black
Quality: Pylinthttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#quality-pylint
Testing: Pytesthttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#testing-pytest
Typing: Mypyhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#typing-mypy
Versioning: Githttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#versioning-git
Configshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#configs
Format: YAMLhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-yaml
Parser: OmegaConfhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parser-omegaconf
Reader: Cloudpathlibhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#reader-cloudpathlib
Validator: Pydantichttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#validator-pydantic
Datahttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data
Container: Pandashttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#container-pandas
Format: Parquethttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-parquet
Schema: Panderahttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#schema-pandera
Docshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#docs
API: pdoc!https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#api-pdoc
Format: Googlehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-google
Modelhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#model
Evaluation: Scikit-Learn Metrics!https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#evaluation-scikit-learn-metrics
Format: Joblib!https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-joblib
Interface: Scikit-Learn Basehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#interface-scikit-learn-base
Storage: Filesystem!https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#storage-filesystem
Packagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#package
Format: Wheelhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-wheel
Manager: Poetryhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#manager-poetry
Runtime: Dockerhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#runtime-docker
Programminghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#programming
Language: Pythonhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#language-python
Version: Pyenvhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#version-pyenv
Tipshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tips
AI/ML Practiceshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#aiml-practices
Data Cataloghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data-catalog
Hyperparameter Optimizationhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#hyperparameter-optimization
Data Splitshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data-splits
Design Patternshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#design-patterns
Directed-Acyclic Graphhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#directed-acyclic-graph
Program Servicehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#program-service
Soft Codinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#soft-coding
SOLID Principleshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#solid-principles
Python Powershttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python-powers
Context Managerhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#context-manager
Python Packagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python-package
Software Engineeringhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#software-engineering
Code Typinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code-typing
Config Typinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#config-typing
Dataframe Typinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#dataframe-typing
Object Orientedhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#object-oriented
Semantic Versioninghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#semantic-versioning
Testing Trickshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#testing-tricks
Parallel Testinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parallel-testing
Test Fixtureshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#test-fixtures
VS Codehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#vs-code
Code Workspacehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code-workspace
GitHub Copilothttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#github-copilot
VSCode VIMhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#vscode-vim
Resourceshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#resources
Pythonhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python
AI/ML/MLOpshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package#aimlmlops
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#install
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#prerequisites
Python>=3.11https://www.python.org/downloads/
the latest features and performance improvementshttps://docs.python.org/3/whatsnew/3.11.html
Poetry>=1.5.1https://python-poetry.org/
virtual environmenthttps://docs.python.org/3/library/venv.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#installation
Clone this GitHub repositoryhttps://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository
Run the project installation with poetryhttps://python-poetry.org/docs/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#next-steps
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#usage
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#configuration
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#execution
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#automation
command-linehttps://www.pyinvoke.org/
VS Code extensionhttps://marketplace.visualstudio.com/items?itemName=dchanco.vsc-invoke
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tools
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#automation-1
Pre-Commithttps://pre-commit.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#commit-pre-commit
Git Hookshttps://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks
Bump2versionhttps://github.com/c4urself/bump2version
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#release-bump2version
SemVer versioninghttps://semver.org/
https://xkcd.com/1319/https://xkcd.com/1319/
PyInvokehttps://www.pyinvoke.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tasks-pyinvoke
Makehttps://www.gnu.org/software/make/manual/make.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#cli
Argparse!https://docs.python.org/3/library/argparse.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parser-argparse
Typerhttps://typer.tiangolo.com/
Firehttps://github.com/google/python-fire
Clickhttps://click.palletsprojects.com/en/latest/
Loguruhttps://loguru.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#logging-loguru
Logginghttps://docs.python.org/3/library/logging.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code
Coveragehttps://coverage.readthedocs.io/en/latest/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#coverage-coverage
VS Codehttps://code.visualstudio.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#editor-vs-code
PyCharmhttps://www.jetbrains.com/pycharm/
Vimhttps://www.vim.org/
Spacemacshttps://www.spacemacs.org/
Isorthttps://pycqa.github.io/isort/
Blackhttps://black.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#formatting-isort--black
YAPFhttps://github.com/google/yapf
Pylinthttps://www.pylint.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#quality-pylint
Great integration with VS Codehttps://marketplace.visualstudio.com/items?itemName=ms-python.pylint
Ruffhttps://beta.ruff.rs/docs/
Flake8https://flake8.pycqa.org/en/latest/
Pytesthttps://docs.pytest.org/en/latest/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#testing-pytest
Unittesthttps://docs.python.org/fr/3/library/unittest.html
Mypyhttps://mypy-lang.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#typing-mypy
PyRighthttps://github.com/microsoft/pyright
PyTypehttps://google.github.io/pytype/
Pyrehttps://pyre-check.org/
Githttps://git-scm.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#versioning-git
https://xkcd.com/1597/https://xkcd.com/1597/
Mercurialhttps://www.mercurial-scm.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#configs
YAMLhttps://yaml.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-yaml
JSONhttps://www.json.org/json-en.html
TOMLhttps://toml.io/en/
OmegaConfhttps://omegaconf.readthedocs.io/en/2.3_branch/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parser-omegaconf
Hydrahttps://hydra.cc/docs/intro/
DynaConfhttps://www.dynaconf.com/
Cloudpathlibhttps://cloudpathlib.drivendata.org/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#reader-cloudpathlib
Pydantichttps://docs.pydantic.dev/latest/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#validator-pydantic
Dataclasshttps://docs.python.org/3/library/dataclasses.html
Attrshttps://www.attrs.org/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data
Pandashttps://pandas.pydata.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#container-pandas
gotchashttps://www.tutorialspoint.com/python_pandas/python_pandas_caveats_and_gotchas.htm
Polarshttps://www.pola.rs/
Pysparkhttps://spark.apache.org/docs/latest/api/python/
Parquethttps://parquet.apache.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-parquet
CSVhttps://en.wikipedia.org/wiki/Comma-separated_values
Avrohttps://avro.apache.org/
Panderahttps://pandera.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#schema-pandera
othershttps://pandera.readthedocs.io/en/stable/supported_libraries.html
Great Expectationshttps://greatexpectations.io/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#docs
pdoc!https://pdoc.dev/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#api-pdoc
Sphinxhttps://www.sphinx-doc.org/en/master/
Mkdocshttps://www.mkdocs.org/
Googlehttps://google.github.io/styleguide/pyguide.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-google
Numpyhttps://numpydoc.readthedocs.io/en/latest/format.html
Sphinxhttps://sphinx-rtd-tutorial.readthedocs.io/en/latest/docstrings.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#model
Scikit-Learn Metrics!https://scikit-learn.org/stable/modules/model_evaluation.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#evaluation-scikit-learn-metrics
Joblib!https://joblib.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-joblib
MLflow Modelhttps://mlflow.org/docs/latest/models.html
Picklehttps://docs.python.org/3/library/pickle.html
ONNXhttps://onnx.ai/
no guaranteed compatibility for the resthttps://onnxruntime.ai/docs/reference/compatibility.html
Scikit-Learn Basehttps://scikit-learn.org/stable/modules/classes.html#module-sklearn.base
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#interface-scikit-learn-base
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#storage-filesystem
MLflowhttps://mlflow.org/
MLEMhttps://mlem.ai/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#package
Wheelhttps://peps.python.org/pep-0427/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#format-wheel
Has several advantageshttps://realpython.com/python-wheels/#advantages-of-python-wheels
Sourcehttps://docs.python.org/3/distutils/sourcedist.html
Poetryhttps://python-poetry.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#manager-poetry
Setuptoolshttps://docs.python.org/3/distutils/setupscript.html
https://xkcd.com/1987/https://xkcd.com/1987/
Dockerhttps://www.docker.com/resources/what-container/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#runtime-docker
Condahttps://docs.conda.io/en/latest/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#programming
Pythonhttps://www.python.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#language-python
Gilectomyhttps://github.com/larryhastings/gilectomy
Rhttps://www.r-project.org/
Juliahttps://julialang.org/
Pyenvhttps://github.com/pyenv/pyenv
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#version-pyenv
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#tips
AI/ML Practiceshttps://machinelearningmastery.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#aiml-practices
Data Cataloghttps://docs.kedro.org/en/stable/data/data_catalog.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data-catalog
Hyperparameter Optimizationhttps://en.wikipedia.org/wiki/Hyperparameter_optimization
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#hyperparameter-optimization
Bayesianhttps://en.wikipedia.org/wiki/Bayesian_optimization
Optunahttps://optuna.org/
Data Splitshttps://machinelearningmastery.com/difference-test-validation-datasets/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#data-splits
Design Patternshttps://en.wikipedia.org/wiki/Software_design_pattern
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#design-patterns
Directed-Acyclic Graphhttps://en.wikipedia.org/wiki/Directed_acyclic_graph
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#directed-acyclic-graph
PyInvokehttps://www.pyinvoke.org/
Airflowhttps://airflow.apache.org/
Dagsterhttps://dagster.io/
Prefecthttps://www.prefect.io/
Metaflowhttps://metaflow.org/
ZenMLhttps://zenml.io/
Program Servicehttps://en.wikipedia.org/wiki/Systemd
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#program-service
Singletonhttps://en.wikipedia.org/wiki/Singleton_pattern
Global Variablehttps://en.wikipedia.org/wiki/Global_variable
Componenthttps://github.com/stuartsierra/component
Clojure mounthttps://github.com/tolitius/mount
Soft Codinghttps://en.wikipedia.org/wiki/Softcoding
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#soft-coding
SOLID Principleshttps://en.wikipedia.org/wiki/SOLID
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#solid-principles
Pydantic Tagged Unionshttps://docs.pydantic.dev/dev-v2/usage/types/unions/#discriminated-unions-aka-tagged-unions
Python Powershttps://realpython.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python-powers
Context Managerhttps://docs.python.org/3/library/contextlib.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#context-manager
Monadhttps://en.wikipedia.org/wiki/Monad_(functional_programming)
Python Packagehttps://packaging.python.org/en/latest/tutorials/packaging-projects/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python-package
Software Engineeringhttps://en.wikipedia.org/wiki/Software_engineering
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#software-engineering
Code Typinghttps://docs.python.org/3/library/typing.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code-typing
typing modulehttps://docs.python.org/3/library/typing.html
mypyhttps://mypy-lang.org/
Config Typinghttps://docs.pydantic.dev/latest/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#config-typing
Dataframe Typinghttps://pandera.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#dataframe-typing
Object Orientedhttps://en.wikipedia.org/wiki/Object-oriented_programming
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#object-oriented
polymorphismhttps://en.wikipedia.org/wiki/Polymorphism_(computer_science)
abc modulehttps://docs.python.org/3/library/abc.html
Semantic Versioninghttps://semver.org/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#semantic-versioning
Testing Trickshttps://en.wikipedia.org/wiki/Software_testing
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#testing-tricks
Parallel Testinghttps://pytest-xdist.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#parallel-testing
pytest-xdist pluginhttps://pytest-xdist.readthedocs.io/en/stable/
Test Fixtureshttps://docs.pytest.org/en/latest/explanation/fixtures.html
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#test-fixtures
fixtureshttps://docs.pytest.org/en/latest/explanation/fixtures.html
VS Codehttps://code.visualstudio.com/
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#vs-code
Code Workspacehttps://code.visualstudio.com/docs/editor/workspaces
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#code-workspace
Code Workspacehttps://code.visualstudio.com/docs/editor/workspaces
GitHub Copilothttps://github.com/features/copilot
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#github-copilot
GitHub Copilothttps://github.com/features/copilot
VSCode VIMhttps://marketplace.visualstudio.com/items?itemName=vscodevim.vim
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#vscode-vim
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#resources
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#python
https://github.com/krzjoa/awesome-python-data-science#readmehttps://github.com/krzjoa/awesome-python-data-science#readme
https://github.com/ml-tooling/best-of-ml-pythonhttps://github.com/ml-tooling/best-of-ml-python
https://github.com/ml-tooling/best-of-pythonhttps://github.com/ml-tooling/best-of-python
https://github.com/ml-tooling/best-of-python-devhttps://github.com/ml-tooling/best-of-python-dev
https://github.com/vinta/awesome-pythonhttps://github.com/vinta/awesome-python
https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#aimlmlops
https://github.com/josephmisiti/awesome-machine-learninghttps://github.com/josephmisiti/awesome-machine-learning
https://github.com/visenger/awesome-mlopshttps://github.com/visenger/awesome-mlops
Readme https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#readme-ov-file
View license https://patch-diff.githubusercontent.com/ajoga/mlops-python-package#License-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package
Activityhttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/activity
0 starshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/watchers
0 forkshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fajoga%2Fmlops-python-package&report=ajoga+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/ajoga/mlops-python-package/releases
Packages 0https://patch-diff.githubusercontent.com/users/ajoga/packages?repo_name=mlops-python-package
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.