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Open Climate Fix

Using Computers to Fix Climate Change

GSoC Participation History

Technologies

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Past Projects

Efficient Cloud-Based Data Streaming for ML: Implementing Ice Chunk + Zarr 3 for PVNet Training

This proposal describes a thorough implementation strategy for streamlining Zarr data straight from cloud storage using Ice Chunk and Zarr 3...

Topics:mlaicloudui

Adjuster This! TabPFN for Solar Forecast Error Adjustment

Open Climate Fix’s Quartz Solar forecasting model uses a simple rule-based "adjuster" that averages recent forecast errors to correct incoming solar...

Topics:apiai

Open Data PVNet

Open Data PVNet aims to democratize solar energy forecasting by extending the PVNet framework to work entirely with publicly available weather...

Topics:aiui

Cloudcasting UI

Open Climate Fix recent Cloudcasting model is able to predict clouds movements very accurately but for end user it’s hard to see or visualize the...

🐍 python
Topics:apiaicloudui
advanced

Improving Probabilistic Solar Forecasts

This project aims to improve probabilistic solar forecasting by replacing traditional quantile regression with a more expressive Gaussian Mixture...

Topics:ai

Quartz Solar - New data source in ML model

This project aims to enhance PVNet, a multi-modal deep learning model for solar energy forecasting, by integrating aerosol data as an additional...

Topics:mlaiui

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