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mkdocs.yml
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# Project information
site_name: "ML REPA Library: MLOps and ML Engineering Solutions for Success"
site_url: https://mlrepa.github.io/mlrepa-library/
site_author: Mikhail Rozhkov
site_description: >-
This library is dedicated to providing the most up-to-date and relevant information, tutorials, and solutions to help you succeed in your machine learning projects.
# Repository
repo_name: ML REPA Library
repo_url: https://github.com/mlrepa/mlrepa-library
# Copyright
copyright: Copyright © 2023 Machine Learning REPA
theme:
name: material
features:
- content.tabs.link
- content.code.copy
- navigation.tabs
- navigation.tabs.sticky
# - navigation.sections
- navigation.expand
- navigation.indexes
- navigation.top
- search.suggest
- search.highlight
- search.share
- toc.follow
language: en
palette:
- scheme: default
toggle:
icon: material/brightness-6
name: Switch to dark mode
primary: deep purple
accent: cyan
- scheme: slate
toggle:
icon: material/brightness-6
name: Switch to light mode
primary: deep purple
accent: teal
logo: assets/logo.png
favicon: assets/images/favicon.png
markdown_extensions:
- abbr
- admonition
- attr_list
- def_list
- footnotes
- md_in_html
- toc:
permalink: true
- pymdownx.arithmatex:
generic: true
- pymdownx.details
- pymdownx.emoji:
emoji_index: !!python/name:materialx.emoji.twemoji
emoji_generator: !!python/name:materialx.emoji.to_svg
- pymdownx.highlight:
anchor_linenums: true
line_spans: __span
pygments_lang_class: true
- pymdownx.inlinehilite
- pymdownx.keys
- pymdownx.mark
- pymdownx.snippets
- pymdownx.superfences
- pymdownx.tabbed:
alternate_style: true
- pymdownx.tasklist:
custom_checkbox: true
# Plugins
plugins:
- search:
separator: '[\s\-,:!=\[\]()"/]+|(?!\b)(?=[A-Z][a-z])|\.(?!\d)|&[lg]t;'
- social
- tags
extra:
social:
- icon: fontawesome/brands/github-alt
link: https://github.com/mlrepa
- icon: fontawesome/brands/twitter
link: https://twitter.com/mlrepa
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/groups/9320089/
extra_javascript:
- https://unpkg.com/[email protected]/dist/tablesort.min.js
- js/tablesort.js
# Page tree
nav:
- ML REPA:
- index.md
# - Community: ''
- Contributors Guide: community/contribution-guide.md
- Author Guide: community/author-guide.md
- Roadmap: repa/roadmap.md
- Tutorials: # tool features
- Get Started:
- project/index.md
- Command Line Interface (CLI): project/1-cli-get-started.md
- Get started with Git: project/1-git-get-started.md
- Basic Git commands: project/2-git-basics.md
- Git workflow - Remote: project/3-git-remote.md
- Git workflow - Fork: project/4-git-fork.md
- Virtual Environments and Package Managers: project/project-2-virtualenv.md
- Docker: project/project-4-docker.md
- DVC:
- dvc/index.md
- Get Started with DVC: dvc/dvc-1-get-started.md
- Data Versioning with DVC: dvc/dvc-2-data-versioning.md
- Automate ML experiments with DVC: dvc/dvc-3-automate-experiments.md
# - REPA: # Review REPA principles
# - Reliable & Reproducible ML:
# - Reproducible ML: ''
# - Data Versioninig: ''
# - Testing and Monitoring: ''
# - Experiments Management:
# - Metrics tracking: ''
# - Pipelines: ''
# - Automation: ''
- Production ML and MLOps: # Production techniques and patterns
- mlops/index.md
- Overview:
- Intro to Production ML and MLOps: mlops/mlops-0-overview.md
- ML Systems Architecture Design: mlops/mlops-1-system-architecture.md
- Web Services, Frameworks, APIs: mlops/mlops-2-api-frameworks.md
# - Metrics tracking and Experiment: ''
# - CI/CD for Machine Learning: ''
# - Monitoring and Observability: ''
# - Solutions: # industrial use cases and integrations
# - Batch scoring: ''
# - Computer Vision: ''
# - NLP: ''
# - LLM: ''
# - Instruct Models: GPT...
- Resources:
- Projects: resources/projects.md
- Resources: resources/resources.md
# HIDDEN PAGES - DO NOT UNCOMMENT
# - School:
# - git-101: school/git-101-assignment-1.md