ML in Production
Collection of all the beautiful ML in Production resource
pytorch tensorflow keras
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ML in Production - Deployment Series
A multi-part blog series on deploying machine learning models in an automated, reproducible, and auditable manner.
production guide article tutorial
Putting ML in Production
A guide and case study on MLOps for software engineers, data scientists and product managers.
production mlops course tutorial
MLOps Tutorial Series
How to create an automatic model training & testing setup using GitHub Actions and Continuous Machine Learning (CML).
ci-cd ml-ops production github-actions
GitHub Actions for Machine Learning
This presentation discusses the use of GitHub Actions to automate certain steps of a toy ML project.
github mlops scikit-learn wandb
How to Deploy PyTorch Lightning Models to Production
Different ways to export PyTorch Lightning model for serving using Cortex.
model-serving pytorch-lightning cortex pytorch
Getting started with TorchServe + Management Dashboard
Learn Torchserve with examples + Introducing the management dashboard
model-serving torchserve pytorch streamlit
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