O'Reilly book - Building Machine Learning Systems with a feature store: batch, real-time, and LLMs
Dashboards for Example ML Systems
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 invoke dotenv
# 'invoke install' installs python dependencies using uv and requirements.txt
invoke install
invoke aq-backfill
invoke aq-features
invoke aq-train
invoke aq-inference
invoke aq-clean
pip install feldera ipython-secrets sudo apt-get install python3-secretstorage sudo apt-get install gnome-keyring
mkdir -p /tmp/c.app.hopsworks.ai
ln -s /tmp/c.app.hopsworks.ai ~/hopsworks
docker run -p 8080:8080
-v ~/hopsworks:/tmp/c.app.hopsworks.ai
--tty --rm -it ghcr.io/feldera/pipeline-manager:latest