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shivamrajput130/rossmann-app

By shivamrajput130

•Updated 4 months ago

End-to-end Rossmann sales forecasting with XGBoost, FastAPI, Streamlit & Docker.

Image
Machine learning & AI
Data science
0

114

shivamrajput130/rossmann-app repository overview

⁠Rossmann Store Sales Forecasting

Production-ready MLOps project for forecasting daily retail sales using XGBoost.

⁠Features

  • XGBoost Regressor
  • Optuna Hyperparameter Tuning
  • MLflow Experiment Tracking
  • FastAPI REST API
  • Streamlit Dashboard
  • Dockerized Deployment

⁠Pull Image

docker pull shivamrajput130/rossmann-app:latest

⁠Run Container

docker run -p 8000:8000 -p 8501:8501 shivamrajput130/rossmann-app:latest

⁠Access

FastAPI: http://localhost:8000/docs⁠

Streamlit: http://localhost:8501⁠

Tag summary

Content type

Image

Digest

sha256:d1672edc6…

Size

1.4 GB

Last updated

4 months ago

docker pull shivamrajput130/rossmann-app