mlfs-book

O'Reilly book - Building Machine Learning Systems with a feature store: batch, real-time, and LLMs

ML System Examples

Dashboards for Example ML Systems

Run Air Quality Tutorial

See tutorial instructions here # Create a conda or virtual environment for your project conda create -n book conda activate book

# Install 'uv' and 'invoke'
pip install uv invoke python-dotenv

# 'invoke install' installs python dependencies using uv and requirements.txt
invoke install

PyInvoke

invoke aq-features
invoke aq-train
invoke aq-inference