AI Agents - Care Agent

Overview

The Care Agent project is designed to monitor and analyze the daily activities of elderly individuals using sensor data. The system detects anomalies in movement patterns and provides insights to ensure their safety and well-being. The project leverages various agents, including a Random Forest Agent and a Scanner Agent, to process and analyze the data.

Features

• Data Collection: Collects sensor data from various rooms in the house.
• Anomaly Detection: Identifies unusual patterns in the movement and activities of the elderly.
• Logging and Visualization: Provides detailed logs and visualizations of the detected anomalies.
• Human Reinforcement Learning: Allows human intervention to mark situations as normal or anomalous.

Installation

Prerequisites

• Python 3.8 or higher
• pip (Python package installer)

Setup

1. Clone the Repository

   git clone https://github.com/oidebrett/careagent.git
   cd careagent

2. Create a Virtual Environment

   python3 -m venv .venv
   source .venv/bin/activate  # On Windows use `venv\Scripts\activate`

3. Install Dependencies

   pip install --upgrade pip
   pip install -r requirements.txt

3.1. **Issues with PyArrow Installation on MacOS

If you encounter issues installing pyarrow on macOS, especially errors related to CMake or missing ArrowConfig.cmake, follow these steps:

Ensure your pip, setuptools, and wheel are up to date:

   pip install --upgrade pip setuptools wheel

Install PyArrow Without Build Isolation Use the following command to install pyarrow while avoiding build issues:

pip install --no-build-isolation --no-cache-dir pyarrow

Install Missing Dependencies (If Needed) If the installation fails due to missing modules (e.g., Cython), install them manually:

pip install cython

4. Set Up Environment Variables

   Create a .env file in the project root directory and add your API keys:

   OPENAI_API_KEY=your_openai_api_key
   GOOGLE_API_KEY=your_google_api_key
   ANTHROPIC_API_KEY=your_anthropic_api_key
   HF_TOKEN=your_huggingface_token
   

5. Run the Application

   python care_agent_ui.py

6. Playground

If you would like to experiment with various models including local ones you will need to install ollama

```bash
curl -fsSL https://ollama.com/install.sh | sh
```

Usage

Running the Care Agent

1. Start the Application

   Navigate to the project root directory and run:

   python care_agent_ui.py

2. Access the UI

   Open your web browser and go to http://localhost:7860 to access the Care Agent UI.

3. Monitor and Analyze

   • Use the UI to monitor the daily activities of the elderly.
   • Review the detected anomalies and provide feedback to improve the system.

Project Structure

• careagent: Contains the main application code.
  • agents/: Contains the agent implementations.
  • data/: Contains the data files.
• requirements.txt: Lists the Python dependencies.
• README.md: This file.

Contributing

Contributions are welcome! Please fork the repository and submit a pull request.

License

This project is licensed under the MIT License.

Contact

For any questions or issues, please contact ivo.brett@gmail.com.