Create a Comprehensive README.md Documentation

[PRIYANSHU2026]

Description:
The repository currently lacks a README.md file. A well-structured README is the front page of our project and is critical for onboarding new developers, open-source contributors, and stakeholders. It needs to clearly explain what the project is, the technologies it uses, and provide step-by-step instructions for running it locally.

Tasks & Implementation Details:
Create a README.md file in the root directory that includes the following sections:

1. Project Title and Description:
   • Briefly describe the "MIFOS X AI Sentiment Analysis & Dynamic Loan Pricing Module". Explain how it uses Reinforcement Learning (RL) and Large Language Models (Ollama) to automate and explain loan pricing.
2. Architecture & Tech Stack:
   • Clearly list the core technologies: FastAPI (Backend API), Streamlit (Frontend Dashboard), SQLAlchemy/SQLite (Database), Stable-Baselines3 / PyTorch (RL models), and Ollama (Local LLM Explainability).
3. Prerequisites:
   • Mention the software required to run the project: Python 3.10+, Git, and Ollama (with instructions to pull gemma2:2b or llama3).
4. Local Installation & Setup:
   • Provide exact terminal commands to clone the repo, create a virtual environment (.venv), and install dependencies (pip install -r requirements.txt).
5. Running the Application (Without Docker):
   • Backend: Provide the command to start the API:

     export PYTHONPATH=$(pwd)
     python -m uvicorn backend.main:app --host 0.0.0.0 --port 8000 --reload

   • Frontend: Provide the command to start the dashboard:

     export PYTHONPATH=$(pwd)
     python -m streamlit run dashboard/app.py --server.port 8501

6. Project Structure:
   • Include a brief text-based folder tree explaining where the backend API (/backend), Streamlit pages (/dashboard), database models (/database), and RL training scripts (/training) live.
7. Docker Instructions (Optional but recommended):
   • Explain how to use the existing docker-compose.yml to spin up the services with a single docker-compose up --build command.

Acceptance Criteria:

• The README.md uses standard Markdown formatting (headers, code blocks, bold text).
• A new developer can follow the copy-paste instructions to successfully run both servers locally without errors.
• The documentation explicitly mentions the Ollama local dependency (port 11434).