nikitasachan2004/KrishiMind_SustainAi

AI-powered agricultural intelligence platform that analyzes mandi price trends, crop supply patterns, and regional demand data to help farmers make data-driven selling decisions and reduce post-harvest losses. # KrishiMind SustainAI - Sustainable Crop & Resource Optimization Engine 🌾 **AI-powered agricultural advisory system** that reduces water consumption, fertilizer load, and climate risk through predictive crop planning and scenario-based resource optimization. > **District-level crop recommendations**, yield predictions, revenue optimization, sustainability impact scoring, and plant disease detection under various climate scenarios. **Built for AMD Slingshot Hackathon** — **Sustainable AI & Green Tech** domain. --- ## 📑 Table of Contents - Quick Start - Sustainable AI Positioning - Problem Statement - Solution Architecture - System Components - Key Features - Sustainability Impact Outputs - Sustainability Engine Description - Datasets & Data Pipeline - Feature Engineering - Machine Learning Models - Model Performance Metrics - Plant Disease Detection - API Endpoints & Schemas - How To Run Locally - Docker Deployment - Cloud Deployment (AWS) - Example API Request / Response - Frontend Applications - Project Structure - Dependencies - Risk and Assumption Disclosures - Technical Disclosures - License - Authors & Contributors - Acknowledgments --- ## Quick Start Get up and running in **3 commands** (no GPU, no cloud account required): ```bash # 1. Install dependencies pip install -r requirements.txt # 2. Start the API server uvicorn cloud.api.app:app --host 0.0.0.0 --port 8000 # 3. Run tests (in another terminal) python scripts/final_test_matrix.py ``` **Then:** - Open API docs: localhost - Open health check: localhost - Run Streamlit frontend: ```bash streamlit run frontend_app.py ``` **Optional - generate demo outputs:** ```bash python scripts/generate_demo_outputs.py ``` --- ## Sustainable AI Positioning KrishiMind SustainAI is a **Sustainable AI** system designed for the AMD Slingshot Hackathon - **Sustainable AI & Green Tech** domain. | Sustainability Criteria | How KrishiMind Addresses It | |-------------------- …