Covers: theory of Climate Modeling with ML
Estimated time needed to finish: 10 minutes
Questions this item addresses:
  • Where can I find recent papers, talks, and data on climate modelling?
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Author(s) / creator(s) / reference(s)
Climate Informatics
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Using Machine Learning for Climate Modeling

Contributors
Total time needed: ~2 hours
Objectives
Learn the theory behind using machine learning for climate modeling
Potential Use Cases
You are working on physical climate models, and you would like to switch to a machine learning approach
Who is This For ?
BEGINNERClimate modelers
Click on each of the following annotated items to see details.
OTHER 1. Machine Learning for Climate Predictions and Projections
  • Where can I find recent papers on climate modelling?
5 minutes
VIDEO 2. Deep Unsupervised Learning for Climate Informatics
  • How do I use machine learning for climate modeling?
30 minutes
PAPER 3. ClimAlign: Unsupervised Statistical Downscaling of Climate Variables Via Normalizing Flows
  • How do I use machine learning for climate modeling?
15 minutes
OTHER 4. Climate Informatics
  • Where can I find recent papers, talks, and data on climate modelling?
10 minutes
BOOK_CHAPTER 5. Modeling the Climate System
  • What is some background on climate modeling?
15 minutes
OTHER 6. Welcome to the Climate Data Store
  • Where can I find data for climate modeling?
10 minutes

Concepts Covered

Muluwork Shegaw.
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