Build backend for Recommendation System

[deveshcode]

Build the following Components :

Referenced from the design workflow : https://github.com/INFO-7374-Algorithmic-Digital-Marketing/Final-Project-SmartCommerce/issues/9

[deveshcode]

TODO

• [ ] Integrate Snowflake instead of CSV files everywhere ( Think of creating additional tables if needed )
• [ ] Create a combined data preprocessing folder with all the things done to the csv files ( Just before the snowflake push )
• [ ] Build a FASTAPI app around it and call the same through streamlit ( Discuss this with Snehil )

[deveshcode]

• [x] Creating FASTAPI with CSVs with 4 recommendations

[deveshcode]

Current Status :

• [ ] Integrate all the tasks in the form of APIs ( Churn + Customer RAG + Multimodal search ( optional ) + RecSys + Seller Dashboard )
• [ ] Once all above tasks are done, add a proper logging mechanism for a developer to understand you built.