ML System Design

[[pickle vs joblib]]

attachments

Data Drift

Data Engineering

• Data Flow
• Data Formats
• Data Models
• Data Processing Paradigms
• Data Storage Locations

Debugging ML Models

Feature Engineering

• Data Leakage
• Feature Selection Best Practices

Good vs Useful ML Systems

ML Objectives

ML Performance Baselines

ML System Requirements

ML UX Design

Model Calibration

Model Evaluation

Model QA

Random Baseline Thought Experiment

Recipes for Building ML models