README.md

AI Ecosystem Project

This project contains datasets and analysis tools for exploring the AI ecosystem, particularly focusing on models available on HuggingFace.

Setup

Virtual Environment

A Python virtual environment has been created with all necessary dependencies installed.

To activate the virtual environment:

Option 1: Use the activation script

./activate_env.sh

Option 2: Manual activation

source venv/bin/activate

To deactivate:

deactivate

Dependencies

The following packages are installed in the virtual environment:

Core Data Science

• numpy>=1.24.0 - Numerical computing
• pandas>=2.0.0 - Data manipulation and analysis
• seaborn>=0.12.0 - Statistical data visualization
• matplotlib>=3.7.0 - Plotting library

Jupyter and Development

• jupyter>=1.0.0 - Jupyter notebook environment
• ipykernel>=6.0.0 - Python kernel for Jupyter
• notebook>=6.5.0 - Classic Jupyter notebook

Data Processing and Analysis

• scikit-learn>=1.3.0 - Machine learning library
• scipy>=1.10.0 - Scientific computing

Visualization

• plotly>=5.15.0 - Interactive plotting
• bokeh>=3.0.0 - Interactive visualization

AI/ML Specific

• torch>=2.0.0 - PyTorch deep learning framework
• transformers>=4.30.0 - HuggingFace transformers library
• datasets>=2.12.0 - HuggingFace datasets library

Utilities

• json5>=0.9.0 - JSON handling
• tqdm>=4.65.0 - Progress bars
• requests>=2.31.0 - HTTP library
• python-dotenv>=1.0.0 - Environment variable management

Usage

Running Jupyter Notebooks

1. Activate the virtual environment:

   ./activate_env.sh
   

2. Start Jupyter Notebook:

   jupyter notebook
   

3. Or start Jupyter Lab:

   jupyter lab
   

Project Files

• get_expanded_dataset.ipynb - Notebook for expanding JSON datasets into tabular format
• ai_ecosystem_jsons.csv - Original JSON dataset
• ai_ecosystem_dataset copy.csv - Expanded dataset copy
• ai_ecosystem_withmodelcards copy.csv - Dataset with model cards

Notes

• The virtual environment is located in the venv/ directory
• All dependencies are specified in requirements.txt
• Use the activation script for convenience when starting work on this project