Bodywork Machine Learning
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20 repositories
- ML pipeline orchestration and model deployments on Kubernetes.
bodywork-serve-model-project
Public archiveDeployment template for serving a ML model as web-service with a REST API.bodywork-pymc3-project
Public archiveServing Uncertainty with Bayesian inference, using PyMC3 with Bodyworkbodywork-scikit-fastapi-project
Public archiveDeploy 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-jupyter-pipeline-project
Public archiveBodywork deployment template demonstrating how to build ML pipelines with Jupyter notebooks and Bodywork.bodywork-mlflow
Public archiveDeploy MLflow to Kubernetes using Bodywork- Integrating Aporia ML model monitoring into a Bodywork serving pipeline.
ml-pipeline-engineering
PublicBest practices for engineering ML pipelines.bodywork-batch-job-project
Public archiveDeployment template for batch-scoring a dataset with a pre-trained ML model.test-single-service-project
Public archivebodywork-rollback-deployment-test-project
Public archivebodywork-test-project
Public archivebodywork-ml-pipeline-project
Public archiveDeployment template for a continuous training pipeline.bodywork-pipeline-utils
PublicA package of utilities for engineering ML pipelines.bodywork-failing-test-project
Public archivebodywork-pipeline-with-mlflow
Public archiveBodywork template project for a train-and-serve pipeline that uses MLflow for tracking metrics and managing models.bodywork-pipeline-with-cicd
Public archivecombinator
Public archive