Machine learning system design

ML pipeline

Machine learning pipeline-basics. Cookiecutter and Hydra

Code and model versioning

Microservices, REST API

Flask and REST API
BentoML – Faster Machine Learning Prototype
Model deployment with Google Cloud Functions

CI/CD

Feature Store – data management for machine learning

Docker for ML

Speed-up & Scalabale

Data quality and monitoring of models in production

Evidently and custom metrics