mohamedabdelbaset446/Buy-From-Egypt

# Buy-From-Egypt Recommendation System ## Overview This repository contains two independent systems: 1. A recommendation system that provides personalized product and business partnership recommendations for Egyptian businesses and customers, leveraging machine learning algorithms and Egyptian economic context. 2. A Gemini-powered chatbot specialized in Egyptian business knowledge, providing information about industries, regions, and seasonality factors. ## System Components ### 1. Recommendation Engine - **Hybrid Recommendation Approach**: Combines collaborative filtering, content-based filtering, and economic context - **Customer Recommendations**: Personalized product suggestions based on purchasing patterns - **Business Recommendations**: Product and business partnership suggestions - **Egyptian Context**: Incorporates economic indicators and seasonality factors ### 2. API Service - **RESTful Endpoints**: API for retrieving and managing recommendations - **Export Capabilities**: Tools for exporting recommendations in various formats - **Economic Context**: Access to Egyptian economic indicators ### 3. Business Chatbot (Independent System) - **Gemini-Powered Assistant**: AI chatbot with Egyptian business expertise - **Egypt-Specific Knowledge**: Information about industries, regions, and business seasonality - **Recommendation System Guidance**: Assistance with using the recommendation API ## Data Sources The recommendation system uses three primary data sources: 1. **Retail Transaction Data**: User-product interactions 2. **Business Profile Data**: Business attributes and categories 3. **Egyptian Economic Indicators**: GDP growth, inflation, and seasonality factors ## Installation 1. Clone the repository: ```bash git clone github.com cd Buy-From-Egypt ``` 2. Install dependencies: ```bash # For recommendation system pip install -r requirements.txt # For chatbot system cd chatbot pip install -r requirem …