Bodywork Machine Learning (@bodywork-ml)
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bodywork-ml

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Top repositories

1

bodywork-core

ML pipeline orchestration and model deployments on Kubernetes.
Python
435
star
2

ml-pipeline-engineering

Best practices for engineering ML pipelines.
Jupyter Notebook
37
star
3

bodywork-ml-pipeline-project

Deployment template for a continuous training pipeline.
Jupyter Notebook
22
star
4

bodywork-pymc3-project

Serving Uncertainty with Bayesian inference, using PyMC3 with Bodywork
Jupyter Notebook
14
star
5

bodywork-scikit-fastapi-project

Deploy Scikit-Learn models on Kubernetes, using FastAPI with Bodywork.
Python
9
star
6

bodywork-mlflow

Deploy MLflow to Kubernetes using Bodywork
Jupyter Notebook
8
star
7

bodywork-serve-model-project

Deployment template for serving a ML model as web-service with a REST API.
Python
7
star
8

bodywork-batch-job-project

Deployment template for batch-scoring a dataset with a pre-trained ML model.
Python
6
star
9

bodywork-pipeline-utils

A package of utilities for engineering ML pipelines.
Python
5
star
10

bodywork-pipeline-with-aporia-monitoring

Integrating Aporia ML model monitoring into a Bodywork serving pipeline.
Jupyter Notebook
4
star
11

bodywork-ml-dashboard-project

Bodywork deployment template for training a ML model and then deploying a Plotly dashboard to visualise model metrics.
Python
3
star
12

bodywork-pipeline-with-cicd

CICD for ML using Bodywork.
Jupyter Notebook
2
star
13

bodywork-jupyter-pipeline-project

Bodywork deployment template demonstrating how to build ML pipelines with Jupyter notebooks and Bodywork.
Jupyter Notebook
2
star
14

bodywork-pipeline-with-mlflow

Bodywork template project for a train-and-serve pipeline that uses MLflow for tracking metrics and managing models.
Python
1
star
15

bodywork-test-project

Test resource for use with Bodywork integration tests.
Python
1
star
16

bodywork-rollback-deployment-test-project

Test resource for use with Bodywork integration tests.
Python
1
star