datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ai_ecosystem_withmodelcardsFull snapshot of 1.86M ungated models on HuggingFace, with metadata and full text of modelcards.
Models and metadata represents a snapshot from July 13, 2025. Model cards were scraped in a process completed on July 21, 2025.
If you use the dataset, please cite:
@article{laufer2025anatomy,
title={Anatomy of a Machine Learning Ecosystem: 2 Million Models on Hugging Face},
author={Laufer, Benjamin and Oderinwale, Hamidah and Kleinberg, Jon},
journal={arXiv preprint arXiv:2508.06811}… See the full description on the dataset page: https://huggingface.co/datasets/modelbiome/ai_ecosystem_withmodelcards.ai_ecosystem
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:… See the full description on the dataset page: https://huggingface.co/datasets/modelbiome/ai_ecosystem.keywordsmodel_ecosystem_with_cards