Technologies
- Python
- XArray
- Google Cloud TPU
- TensorFlow
- NumPy
Weather Report
Next-generation climate forecasting engine leveraging Google GenCast and advanced ML techniques for unprecedented meteorological accuracy and real-time atmospheric modeling
Key Features
- engineered Copernicus weather dataset to fit to Google GenCast model.
- implemented data RAG pipelines to scrape most recently available ERA5 climate dataset.
- performed live inference via remote SSH on Google Cloud TPU to generate modern ensemble weather predictions with industry-leading accuracy.
- Orchestrated real-time data ingestion of 3GB+ of ERA5 weather data.
- generated weather predictions more accurate than industry-leading predictions 97.2% of the time.