Awesome MLOps

A curated list of awesome MLOps tools.

Inspired by awesome-python.

• Awesome MLOps
  • AutoML
  • CI/CD for Machine Learning
  • Cron Job Monitoring
  • Data Catalog
  • Data Enrichment
  • Data Exploration
  • Data Management
  • Data Processing
  • Data Validation
  • Data Visualization
  • Drift Detection
  • Feature Engineering
  • Feature Store
  • Hyperparameter Tuning
  • Knowledge Sharing
  • Machine Learning Platform
  • Model Fairness and Privacy
  • Model Interpretability
  • Model Lifecycle
  • Model Serving
  • Model Testing & Validation
  • Optimization Tools
  • Simplification Tools
  • Visual Analysis and Debugging
  • Workflow Tools
• Resources
  • Articles
  • Books
  • Events
  • Other Lists
  • Podcasts
  • Slack
  • Websites
• Contributing

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AutoML

Tools for performing AutoML.

• AutoGluon - Automated machine learning for image, text, tabular, time-series, and multi-modal data.
• AutoKeras - AutoKeras goal is to make machine learning accessible for everyone.
• AutoPyTorch - Automatic architecture search and hyperparameter optimization for PyTorch.
• AutoSKLearn - Automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator.
• EvalML - A library that builds, optimizes, and evaluates ML pipelines using domain-specific functions.
• FLAML - Finds accurate ML models automatically, efficiently and economically.
• H2O AutoML - Automates ML workflow, which includes automatic training and tuning of models.
• MindsDB - AI layer for databases that allows you to effortlessly develop, train and deploy ML models.
• MLBox - MLBox is a powerful Automated Machine Learning python library.
• Model Search - Framework that implements AutoML algorithms for model architecture search at scale.
• NNI - An open source AutoML toolkit for automate machine learning lifecycle.

CI/CD for Machine Learning

Tools for performing CI/CD for Machine Learning.

• ClearML - Auto-Magical CI/CD to streamline your ML workflow.
• CML - Open-source library for implementing CI/CD in machine learning projects.
• KitOps – Open source MLOps project that eases model handoffs between data scientist and DevOps.

Cron Job Monitoring

Tools for monitoring cron jobs (recurring jobs).

• Cronitor - Monitor any cron job or scheduled task.
• HealthchecksIO - Simple and effective cron job monitoring.
• Heartbeat.pm - Monitoring aliveness of any sensor/cron job.

Data Catalog

Tools for data cataloging.

• Amundsen - Data discove