🎮 text-to-ml

💜 PagedOut #4 Issue "Building automated machine learning with type inference"

Run AutoML using natural text. Like HuggingGPT + LangChain + type inference

🏭 A breakdown of what is going on in code you can read on my blog: maczan.pl

It picks a right model from Hugging Face library based on user natural language query and then runs the model and parses the output to a type, inferred from the query

⚡ You can run this code in Lightning AI Studio template

It's still an early project and you are welcome to contribute!

Setup

1. Get OpenAI API Key
2. Get Hugging Face API Key
3. Create an assistant and copy its id
4. Create .env file and fill it with values:

OPENAI_API_KEY=
HF_TOKEN=

Build

conda create -n text-to-ml python=3.9
conda activate text-to-ml
conda install --file requirements.txt

Run

python app.py

Run experiments

python experiments.py

License

GPLv3

Author

Jędrzej Paweł Maczan, Poland, 2024