Overview of Machine Learning Systems

Introduction to Machine Learning Systems Design

Data Engineering Fundamentals

Training Data

Feature Engineering

Model Development and Offline Evaluation

Model Deployment and Prediction Service

Data Distribution Shifts and Monitoring

Continual Learning and Test in Production

Infrastructure and Tooling for MLOps