TudorOrban / ClimAI

AI model (LSTM) for predicting long-term climate trends
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climate-science lstm tensorflow

This repo contains an AI model (LSTM) for prediction of long-term climate trends. It is trained on the NASA Zonal Annual Means dataset.

Results

Predictions Loss Curve

How to use

  1. Ensure you have Python >=3.11.4 and virtualenv installed on your computer.
  2. Fetch the project, navigate to the root directory and create a virtual environment: virtualenv env
  3. Activate the virtual enviroment: .\venv\Scripts\activate (Windows), source venv/bin/activate (macOS and Linux)
  4. Install required dependencies: pip install -r requirements.txt and you're ready to run the project.