Memorize Google's 43 Rules of ML Engineering
Before Machine Learning
ML Phase I: Your First Pipeline
ML Phase II: Feature Engineering
ML Phase III: Slowed Growth, Optimization Refinement, and Complex Models
Monitoring and Debugging
Validation and Testing
Model Management
Feature Engineering
Data Quality
Model Evaluation
Business Alignment
Advanced Techniques
Based on Google's Rules of Machine Learning