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Demo of ML service using Hopsworks as a model registry and feature store

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LucasLeRay/mlops-stock-prediction-service

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  1. ingestion pipeline (scheduled 1/d)
  • fetch raw stock data
  • generate features
  • push features in feature store
  1. model training pipeline
  • pull features/target from feature store
  • train model
  • push model to model registry
  1. predict pipeline
  • pull historical data
  • generate features for next day
  • pull model
  • predict next day stock price from model
  1. streamlit app (WIP)
  • show features
  • show prediction
  • show difference between target & predictions

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Demo of ML service using Hopsworks as a model registry and feature store

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