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

• 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