Machine Learning Interviews
Machine Learning Systems Design
Chip Huyen
huyenchip.com
@chipro
Table of Contents
Introduction
Research vs production
Performance requirements
Compute requirements
Design a machine learning system
Project setup
Data pipeline
Modeling
Model selection
Training
Debugging
Hyperparameter tuning
Scaling
Serving
Case studies
Exercises
Next: Introduction