Neural Collaborative Filtering

• OS: Window
• Dataset: MovieLens
• Framework: Pytorch

Tools for MLOPS

• Model Versioning: DVC
• Experiments: MLFlow
• Config: Hydra
• Deployment: BentoML

MLFlow

mlflow run . --env-manager=local --entry-point gmf --experiment-name gmf
mlflow run . --env-manager=local --entry-point mlp --experiment-name mlp
mlflow run . --env-manager=local --entry-point neumf --experiment-name neumf

mlflow ui

• model training
• experiments
• logging

DVC

dvc init 
dvc remote add -d checkpoints {LOCAL, S3, etc.}
dvc add
dvc push
dvc pull

git commit -m "commit"
git tag -a "v1.0" -m "model, data v1.0"

• model & data versioning

Reference

• https://github.com/yihong-chen/neural-collaborative-filtering
• https://velog.io/@moey920/Window%EC%97%90%EC%84%9C-Minikube-Kubeflow-%EA%B5%AC%EC%B6%95%ED%95%98%EA%B8%B0