Lessons

Learn how to apply ML to build a production grade product to deliver value.

GokuMohandas/applied-ml New lesson every week!

📝 Scripting
  • OOPs
  • Logging
  • Styling
  • Packaging
  • Makefile
Testing
  • Testing (code)
  • Testing (data)
  • Testing (model)
Version control
  • Git
  • Precommit
  • Versioning
🛠 API
  • RESTful API
  • Databases
  • Authentication
  • Documentation
🚀 Production
  • Dashboard
  • Docker
  • CI/CD
  • Monitoring (performance, drift)
  • Serving
  • Feature stores
  • Workflow management
  • Active learning