Lessons

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

GokuMohandas/applied-ml New lesson every week!

📦 Product

• Objective
• Solution
• Evaluation
• Iteration

🔢 Data

• Annotation
• Exploratory data analysis
• Splitting
• Preprocessing

📈 Modeling

• Baselines
• Experiment tracking
• Optimization

📝 Scripting

• Organization
• Packaging
• Documentation
• Logging
• Styling
• Makefile

📦 Application

• Command line
• RESTful API

✅ Testing

• Code, data
  and models

⏰ Version control

• Git
• Precommit
• Versioning

🚀 Production

• Dashboard
• Docker
• CI/CD
• Monitoring
• Serving
• Feature stores
• Workflows
• Active learning