René's URL Explorer Experiment

Title: GitHub - vikas351/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

Open Graph Title: GitHub - vikas351/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

X Title: GitHub - vikas351/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. - vikas351/mlops-python-package

Open Graph Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - vikas351/mlops-python-package

X Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - vikas351/mlops-python-package

Opengraph URL: https://github.com/vikas351/mlops-python-package

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:8e6e44bc-6c40-99b3-3207-5f714775c3c8
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D350:AC92B:14D6250:1B1D84D:698FD2DB
html-safe-nonce	f99da7b0b211a946749be28c473208ff24cb9468ab155fdf4a4d369f91047734
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEMzUwOkFDOTJCOjE0RDYyNTA6MUIxRDg0RDo2OThGRDJEQiIsInZpc2l0b3JfaWQiOiI3NDUzMjYzMjk1NDk3MDk3OTQ3IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	bf6d8dc48765ddf8df759456c0e39a1e934239032b836730ddff12e8a04969bf
hovercard-subject-tag	repository:854554959
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/vikas351/mlops-python-package
twitter:image	https://opengraph.githubassets.com/cc12cba9b9e28d93a0c2ff3968e2e6e658fcc22f07208f6b4885cabe93f88298/vikas351/mlops-python-package
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/cc12cba9b9e28d93a0c2ff3968e2e6e658fcc22f07208f6b4885cabe93f88298/vikas351/mlops-python-package
og:image:alt	Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - vikas351/mlops-python-package
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	42c603b9d642c4a9065a51770f75e5e27132fef0e858607f5c9cb7e422831a7b
turbo-cache-control	no-preview
go-import	github.com/vikas351/mlops-python-package git https://github.com/vikas351/mlops-python-package.git
octolytics-dimension-user_id	30958995
octolytics-dimension-user_login	vikas351
octolytics-dimension-repository_id	854554959
octolytics-dimension-repository_nwo	vikas351/mlops-python-package
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	657748554
octolytics-dimension-repository_parent_nwo	fmind/mlops-python-package
octolytics-dimension-repository_network_root_id	657748554
octolytics-dimension-repository_network_root_nwo	fmind/mlops-python-package
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	d320682233dfd4d28c0b30554a564c2fcd229032
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/vikas351/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%2Fvikas351%2Fmlops-python-package
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://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%2Fvikas351%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=vikas351%2Fmlops-python-package
Reload	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Reload	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Reload	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
vikas351	https://patch-diff.githubusercontent.com/vikas351
mlops-python-package	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
fmind/mlops-python-package	https://patch-diff.githubusercontent.com/fmind/mlops-python-package
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fvikas351%2Fmlops-python-package
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fvikas351%2Fmlops-python-package
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2Fvikas351%2Fmlops-python-package
fmind.github.io/mlops-python-package/	https://fmind.github.io/mlops-python-package/
MIT license	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/LICENCE.txt
0 stars	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/stargazers
200 forks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/forks
Branches	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/branches
Tags	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tags
Activity	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Fvikas351%2Fmlops-python-package
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Fvikas351%2Fmlops-python-package
Code	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Pull requests 0	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/pulls
Actions	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/actions
Projects 0	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/projects
Security 0	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/security
Insights	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/pulse
Code	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Pull requests	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/pulls
Actions	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/actions
Projects	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/projects
Security	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/security
Insights	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/pulse
Branches	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/branches
Tags	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tags
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/branches
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tags
43 Commits	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/commits/main/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/commits/main/
.github	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/.github
.github	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/.github
confs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/confs
confs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/confs
data	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/data
data	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/data
docs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/docs
docs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/docs
notebooks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/notebooks
notebooks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/notebooks
outputs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/outputs
outputs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/outputs
src/bikes	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/src/bikes
src/bikes	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/src/bikes
tasks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/tasks
tasks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/tasks
tests	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/tests
tests	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/tree/main/tests
.cruft.json	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.cruft.json
.cruft.json	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.cruft.json
.gitignore	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.gitignore
.pre-commit-config.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.pre-commit-config.yaml
.pre-commit-config.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.pre-commit-config.yaml
.python-version	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.python-version
.python-version	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/.python-version
CHANGELOG.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/CHANGELOG.md
CHANGELOG.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/CHANGELOG.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/CODE_OF_CONDUCT.md
Dockerfile	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/Dockerfile
Dockerfile	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/Dockerfile
LICENCE.txt	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/LICENCE.txt
LICENCE.txt	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/LICENCE.txt
MLproject	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/MLproject
MLproject	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/MLproject
README.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/README.md
docker-compose.yml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/docker-compose.yml
docker-compose.yml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/docker-compose.yml
invoke.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/invoke.yaml
invoke.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/invoke.yaml
mlops-python-package.code-workspace	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/mlops-python-package.code-workspace
mlops-python-package.code-workspace	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/mlops-python-package.code-workspace
poetry.lock	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/poetry.lock
poetry.lock	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/poetry.lock
poetry.toml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/poetry.toml
poetry.toml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/poetry.toml
pyproject.toml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/pyproject.toml
pyproject.toml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/pyproject.toml
python_env.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/python_env.yaml
python_env.yaml	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/python_env.yaml
requirements.txt	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/requirements.txt
requirements.txt	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/blob/main/requirements.txt
README	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Code of conduct	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
License	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#mlops-python-package
	https://github.com/fmind/mlops-python-package/actions/workflows/check.yml
	https://github.com/fmind/mlops-python-package/actions/workflows/publish.yml
	https://fmind.github.io/mlops-python-package/
	https://github.com/fmind/mlops-python-package/blob/main/LICENCE.txt
	https://github.com/fmind/mlops-python-package/releases
tools	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tools
tips	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tips
MLOps Coding Course (Learning)	https://github.com/MLOps-Courses/mlops-coding-course
Cookiecutter MLOps Package (Template)	https://github.com/fmind/cookiecutter-mlops-package
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#table-of-contents
MLOps Python Package	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#mlops-python-package
Table of Contents	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#table-of-contents
Install	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#install
Prerequisites	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#prerequisites
Installation	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#installation
Next Steps	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#next-steps
Usage	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#usage
Configuration	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#configuration
Execution	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#execution
Automation	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#automation
Workflows	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#workflows
Tools	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tools
Automation	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#automation-1
Commits: Commitizen	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#commits-commitizen
Git Hooks: Pre-Commit	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#git-hooks-pre-commit
Tasks: PyInvoke	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tasks-pyinvoke
CI/CD	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#cicd
Runner: GitHub Actions	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#runner-github-actions
CLI	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#cli
Parser: Argparse	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parser-argparse
Logging: Loguru	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#logging-loguru
Code	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code
Coverage: Coverage	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#coverage-coverage
Editor: VS Code	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#editor-vs-code
Formatting: Ruff	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#formatting-ruff
Quality: Ruff	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#quality-ruff
Security: Bandit	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#security-bandit
Testing: Pytest	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#testing-pytest
Typing: Mypy	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#typing-mypy
Versioning: Git	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#versioning-git
Configs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#configs
Format: YAML	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-yaml
Parser: OmegaConf	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parser-omegaconf
Reader: Cloudpathlib	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#reader-cloudpathlib
Validator: Pydantic	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#validator-pydantic
Data	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data
Container: Pandas	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#container-pandas
Format: Parquet	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-parquet
Schema: Pandera	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#schema-pandera
Docs	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#docs
API: pdoc	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#api-pdoc
Format: Google	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-google
Hosting: GitHub Pages	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#hosting-github-pages
Model	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#model
Evaluation: Scikit-Learn Metrics	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#evaluation-scikit-learn-metrics
Format: Mlflow Model	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-mlflow-model
Registry: Mlflow Registry	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#registry-mlflow-registry
Tracking: Mlflow Tracking	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tracking-mlflow-tracking
Package	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#package
Evolution: Changelog	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#evolution-changelog
Format: Wheel	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-wheel
Manager: Poetry	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#manager-poetry
Runtime: Docker	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#runtime-docker
Programming	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#programming
Language: Python	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#language-python
Version: Pyenv	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#version-pyenv
Observability	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#observability
Reproducibility: Mlflow Project	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#reproducibility-mlflow-project
Monitoring : Mlflow Evaluate	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#monitoring--mlflow-evaluate
Alerting: Plyer	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#alerting-plyer
Lineage: Mlflow Dataset	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#lineage-mlflow-dataset
Explainability: SHAP	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#explainability-shap
Infrastructure: Mlflow System Metrics	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#infrastructure-mlflow-system-metrics
Tips	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tips
AI/ML Practices	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#aiml-practices
Data Catalog	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data-catalog
Hyperparameter Optimization	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#hyperparameter-optimization
Data Splits	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data-splits
Design Patterns	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#design-patterns
Directed-Acyclic Graph	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#directed-acyclic-graph
Program Service	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#program-service
Soft Coding	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#soft-coding
SOLID Principles	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#solid-principles
IO Separation	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#io-separation
Python Powers	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python-powers
Context Manager	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#context-manager
Python Package	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python-package
Software Engineering	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#software-engineering
Code Typing	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code-typing
Config Typing	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#config-typing
Dataframe Typing	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#dataframe-typing
Object Oriented	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#object-oriented
Semantic Versioning	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#semantic-versioning
Testing Tricks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#testing-tricks
Parallel Testing	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parallel-testing
Test Fixtures	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#test-fixtures
VS Code	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#vs-code
Code Workspace	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code-workspace
GitHub Copilot	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#github-copilot
VSCode VIM	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#vscode-vim
Resources	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#resources
Python	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python
AI/ML/MLOps	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#aimlmlops
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#install
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#prerequisites
Python>=3.12	https://www.python.org/downloads/
the latest features and performance improvements	https://docs.python.org/3/whatsnew/3.12.html
Poetry>=1.8.2	https://python-poetry.org/
virtual environment	https://docs.python.org/3/library/venv.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#installation
Clone this GitHub repository	https://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository
Run the project installation with poetry	https://python-poetry.org/docs/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#next-steps
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#usage
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#configuration
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#execution
Pydantic Discriminated Unions	https://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#automation
command-line	https://www.pyinvoke.org/
VS Code extension	https://marketplace.visualstudio.com/items?itemName=dchanco.vsc-invoke
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#workflows
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tools
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#automation-1
Commitizen	https://commitizen-tools.github.io/commitizen/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#commits-commitizen
SemVer	https://semver.org/
PEP 440	https://peps.python.org/pep-0440/
Pre-Commit	https://pre-commit.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#git-hooks-pre-commit
Git Hooks	https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks
PyInvoke	https://www.pyinvoke.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tasks-pyinvoke
Make	https://www.gnu.org/software/make/manual/make.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#cicd
GitHub Actions	https://github.com/features/actions
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#runner-github-actions
GitLab	https://about.gitlab.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#cli
Argparse	https://docs.python.org/3/library/argparse.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parser-argparse
Typer	https://typer.tiangolo.com/
Fire	https://github.com/google/python-fire
Click	https://click.palletsprojects.com/en/latest/
Loguru	https://loguru.readthedocs.io/en/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#logging-loguru
Logging	https://docs.python.org/3/library/logging.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code
Coverage	https://coverage.readthedocs.io/en/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#coverage-coverage
VS Code	https://code.visualstudio.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#editor-vs-code
PyCharm	https://www.jetbrains.com/pycharm/
Vim	https://www.vim.org/
Spacemacs	https://www.spacemacs.org/
Ruff	https://docs.astral.sh/ruff/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#formatting-ruff
YAPF	https://github.com/google/yapf
Isort	https://pycqa.github.io/isort/
Black	https://black.readthedocs.io/en/stable/
Ruff	https://docs.astral.sh/ruff/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#quality-ruff
Great integration with VS Code	https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff
PyLint	https://www.pylint.org/
Flake8	https://flake8.pycqa.org/en/latest/
Bandit	https://bandit.readthedocs.io/en/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#security-bandit
Pytest	https://docs.pytest.org/en/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#testing-pytest
Unittest	https://docs.python.org/fr/3/library/unittest.html
Mypy	https://mypy-lang.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#typing-mypy
PyRight	https://github.com/microsoft/pyright
PyType	https://google.github.io/pytype/
Pyre	https://pyre-check.org/
Git	https://git-scm.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#versioning-git
https://xkcd.com/1597/	https://xkcd.com/1597/
Mercurial	https://www.mercurial-scm.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#configs
YAML	https://yaml.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-yaml
JSON	https://www.json.org/json-en.html
TOML	https://toml.io/en/
OmegaConf	https://omegaconf.readthedocs.io/en/2.3_branch/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parser-omegaconf
cloudpathlib	https://cloudpathlib.drivendata.org/stable/
Hydra	https://hydra.cc/docs/intro/
DynaConf	https://www.dynaconf.com/
Cloudpathlib	https://cloudpathlib.drivendata.org/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#reader-cloudpathlib
Pydantic	https://docs.pydantic.dev/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#validator-pydantic
Dataclass	https://docs.python.org/3/library/dataclasses.html
Attrs	https://www.attrs.org/en/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data
Pandas	https://pandas.pydata.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#container-pandas
gotchas	https://www.tutorialspoint.com/python_pandas/python_pandas_caveats_and_gotchas.htm
Polars	https://www.pola.rs/
Pyspark	https://spark.apache.org/docs/latest/api/python/
Parquet	https://parquet.apache.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-parquet
CSV	https://en.wikipedia.org/wiki/Comma-separated_values
Avro	https://avro.apache.org/
Pandera	https://pandera.readthedocs.io/en/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#schema-pandera
others	https://pandera.readthedocs.io/en/stable/supported_libraries.html
Great Expectations	https://greatexpectations.io/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#docs
pdoc	https://pdoc.dev/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#api-pdoc
Sphinx	https://www.sphinx-doc.org/en/master/
Mkdocs	https://www.mkdocs.org/
Google	https://google.github.io/styleguide/pyguide.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-google
Numpy	https://numpydoc.readthedocs.io/en/latest/format.html
Sphinx	https://sphinx-rtd-tutorial.readthedocs.io/en/latest/docstrings.html
GitHub Pages	https://pages.github.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#hosting-github-pages
ReadTheDocs	https://about.readthedocs.com/?ref=readthedocs.com
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#model
Scikit-Learn Metrics	https://scikit-learn.org/stable/modules/model_evaluation.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#evaluation-scikit-learn-metrics
Mlflow Model	https://mlflow.org/docs/latest/models.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-mlflow-model
Pickle	https://docs.python.org/3/library/pickle.html
ONNX	https://onnx.ai/
no guaranteed compatibility for the rest	https://onnxruntime.ai/docs/reference/compatibility.html
Mlflow Registry	https://mlflow.org/docs/latest/model-registry.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#registry-mlflow-registry
Neptune.ai	https://neptune.ai/
Weights and Biases	https://wandb.ai/site
Mlflow Tracking	https://mlflow.org/docs/latest/tracking.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tracking-mlflow-tracking
Neptune.ai	https://neptune.ai/
Weights and Biases	https://wandb.ai/site
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#package
Changelog	https://en.wikipedia.org/wiki/Changelog
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#evolution-changelog
Commitizen	https://commitizen-tools.github.io/commitizen/changelog/
Keep a Changelog	https://keepachangelog.com/
Wheel	https://peps.python.org/pep-0427/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#format-wheel
Has several advantages	https://realpython.com/python-wheels/#advantages-of-python-wheels
Source	https://docs.python.org/3/distutils/sourcedist.html
Conda	https://conda.io/projects/conda/en/latest/user-guide/install/index.html
Poetry	https://python-poetry.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#manager-poetry
Setuptools	https://docs.python.org/3/distutils/setupscript.html
https://xkcd.com/1987/	https://xkcd.com/1987/
Docker	https://www.docker.com/resources/what-container/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#runtime-docker
Conda	https://docs.conda.io/en/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#programming
Python	https://www.python.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#language-python
R	https://www.r-project.org/
Julia	https://julialang.org/
Pyenv	https://github.com/pyenv/pyenv
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#version-pyenv
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#observability
Mlflow Project	https://mlflow.org/docs/latest/projects.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#reproducibility-mlflow-project
DVC	https://dvc.org/
Metaflow	https://metaflow.org/
Apache Airflow	https://airflow.apache.org/
Mlflow Evaluate	https://mlflow.org/docs/latest/model-evaluation/index.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#monitoring--mlflow-evaluate
Giskard	https://www.giskard.ai/
Evidently	https://www.evidentlyai.com/
Arize AI	https://arize.com/
Graphana	https://grafana.com/
Plyer	https://github.com/kivy/plyer
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#alerting-plyer
Slack	https://slack.com/
Datadog	https://www.datadoghq.com/
Mlflow Dataset	https://mlflow.org/docs/latest/tracking/data-api.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#lineage-mlflow-dataset
Databricks Lineage	https://docs.databricks.com/en/admin/system-tables/lineage.html
OpenLineage and Marquez	https://marquezproject.github.io/
SHAP	https://shap.readthedocs.io/en/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#explainability-shap
SHAP module	https://mlflow.org/docs/latest/python_api/mlflow.shap.html
LIME	https://github.com/marcotcr/lime
Mlflow System Metrics	https://mlflow.org/docs/latest/system-metrics/index.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#infrastructure-mlflow-system-metrics
Datadog	https://www.datadoghq.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#tips
AI/ML Practices	https://machinelearningmastery.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#aiml-practices
Data Catalog	https://docs.kedro.org/en/stable/data/data_catalog.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data-catalog
Hyperparameter Optimization	https://en.wikipedia.org/wiki/Hyperparameter_optimization
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#hyperparameter-optimization
Bayesian	https://en.wikipedia.org/wiki/Bayesian_optimization
Optuna	https://optuna.org/
Data Splits	https://machinelearningmastery.com/difference-test-validation-datasets/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#data-splits
Design Patterns	https://en.wikipedia.org/wiki/Software_design_pattern
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#design-patterns
Directed-Acyclic Graph	https://en.wikipedia.org/wiki/Directed_acyclic_graph
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#directed-acyclic-graph
PyInvoke	https://www.pyinvoke.org/
Airflow	https://airflow.apache.org/
Dagster	https://dagster.io/
Prefect	https://www.prefect.io/
Metaflow	https://metaflow.org/
ZenML	https://zenml.io/
Program Service	https://en.wikipedia.org/wiki/Systemd
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#program-service
Singleton	https://en.wikipedia.org/wiki/Singleton_pattern
Global Variable	https://en.wikipedia.org/wiki/Global_variable
Component	https://github.com/stuartsierra/component
Clojure mount	https://github.com/tolitius/mount
Soft Coding	https://en.wikipedia.org/wiki/Softcoding
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#soft-coding
SOLID Principles	https://en.wikipedia.org/wiki/SOLID
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#solid-principles
Pydantic Tagged Unions	https://docs.pydantic.dev/dev-v2/usage/types/unions/#discriminated-unions-aka-tagged-unions
IO Separation	https://en.wikibooks.org/wiki/Haskell/Understanding_monads/IO
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#io-separation
Python Powers	https://realpython.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python-powers
Context Manager	https://docs.python.org/3/library/contextlib.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#context-manager
Monad	https://en.wikipedia.org/wiki/Monad_(functional_programming)
Python Package	https://packaging.python.org/en/latest/tutorials/packaging-projects/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python-package
Software Engineering	https://en.wikipedia.org/wiki/Software_engineering
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#software-engineering
Code Typing	https://docs.python.org/3/library/typing.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code-typing
typing module	https://docs.python.org/3/library/typing.html
mypy	https://mypy-lang.org/
Config Typing	https://docs.pydantic.dev/latest/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#config-typing
Dataframe Typing	https://pandera.readthedocs.io/en/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#dataframe-typing
Object Oriented	https://en.wikipedia.org/wiki/Object-oriented_programming
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#object-oriented
polymorphism	https://en.wikipedia.org/wiki/Polymorphism_(computer_science)
abc module	https://docs.python.org/3/library/abc.html
Semantic Versioning	https://semver.org/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#semantic-versioning
Testing Tricks	https://en.wikipedia.org/wiki/Software_testing
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#testing-tricks
Parallel Testing	https://pytest-xdist.readthedocs.io/en/stable/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#parallel-testing
pytest-xdist plugin	https://pytest-xdist.readthedocs.io/en/stable/
Test Fixtures	https://docs.pytest.org/en/latest/explanation/fixtures.html
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#test-fixtures
fixtures	https://docs.pytest.org/en/latest/explanation/fixtures.html
VS Code	https://code.visualstudio.com/
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#vs-code
Code Workspace	https://code.visualstudio.com/docs/editor/workspaces
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#code-workspace
Code Workspace	https://code.visualstudio.com/docs/editor/workspaces
GitHub Copilot	https://github.com/features/copilot
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#github-copilot
GitHub Copilot	https://github.com/features/copilot
VSCode VIM	https://marketplace.visualstudio.com/items?itemName=vscodevim.vim
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#vscode-vim
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#resources
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#python
https://github.com/krzjoa/awesome-python-data-science#readme	https://github.com/krzjoa/awesome-python-data-science#readme
https://github.com/ml-tooling/best-of-ml-python	https://github.com/ml-tooling/best-of-ml-python
https://github.com/ml-tooling/best-of-python	https://github.com/ml-tooling/best-of-python
https://github.com/ml-tooling/best-of-python-dev	https://github.com/ml-tooling/best-of-python-dev
https://github.com/vinta/awesome-python	https://github.com/vinta/awesome-python
	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#aimlmlops
https://github.com/josephmisiti/awesome-machine-learning	https://github.com/josephmisiti/awesome-machine-learning
https://github.com/visenger/awesome-mlops	https://github.com/visenger/awesome-mlops
fmind.github.io/mlops-python-package/	https://fmind.github.io/mlops-python-package/
Readme	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package
Activity	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/activity
0 stars	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/stargazers
0 watching	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/watchers
0 forks	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fvikas351%2Fmlops-python-package&report=vikas351+%28user%29
Releases	https://patch-diff.githubusercontent.com/vikas351/mlops-python-package/releases
Packages 0	https://patch-diff.githubusercontent.com/users/vikas351/packages?repo_name=mlops-python-package
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.