Bodywork Machine Learning

ML pipeline orchestration and model deployments on Kubernetes.

Deployment template for serving a ML model as web-service with a REST API.

Documentation for Bodywork

Serving Uncertainty with Bayesian inference, using PyMC3 with Bodywork

Deploy Scikit-Learn models on Kubernetes, using FastAPI with Bodywork.

Bodywork deployment template for training a ML model and then deploying a Plotly dashboard to visualise model metrics.

Bodywork deployment template demonstrating how to build ML pipelines with Jupyter notebooks and Bodywork.

Deploy MLflow to Kubernetes using Bodywork

Integrating Aporia ML model monitoring into a Bodywork serving pipeline.