bodywork-ml/bodywork-mlflow

This repository has been archived on 29/Nov/2023
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Jupyter Notebook
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MIT License
Created over 3 years ago
Updated over 2 years ago

bodywork-ml/bodywork-mlflow

bodywork-ml

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Deploy MLflow to Kubernetes using Bodywork

bodywork-core

ML pipeline orchestration and model deployments on Kubernetes.

ml-pipeline-engineering

Best practices for engineering ML pipelines.

Jupyter Notebook

bodywork-ml-pipeline-project

Deployment template for a continuous training pipeline.

Jupyter Notebook

bodywork-pymc3-project

Serving Uncertainty with Bayesian inference, using PyMC3 with Bodywork

Jupyter Notebook

bodywork-scikit-fastapi-project

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

bodywork-serve-model-project

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

bodywork-batch-job-project

Deployment template for batch-scoring a dataset with a pre-trained ML model.

bodywork-pipeline-utils

A package of utilities for engineering ML pipelines.

bodywork-pipeline-with-aporia-monitoring

Integrating Aporia ML model monitoring into a Bodywork serving pipeline.

Jupyter Notebook

bodywork-ml-dashboard-project

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

bodywork-pipeline-with-cicd

CICD for ML using Bodywork.

Jupyter Notebook

bodywork-jupyter-pipeline-project

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

Jupyter Notebook

bodywork-pipeline-with-mlflow

Bodywork template project for a train-and-serve pipeline that uses MLflow for tracking metrics and managing models.

bodywork-test-project

Test resource for use with Bodywork integration tests.

bodywork-rollback-deployment-test-project

Test resource for use with Bodywork integration tests.