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MLWC MOOC 3: Applications of Machine Learning in Weather and Climate

MLWC MOOC 3: Applications of Machine Learning in Weather and Climate

Format: Interactive modules (eLearning)
Published: October 28, 2022

Six modules giving ML applications in observations, forecasting, data assimilation, post-processing, ocean and more.

Wind chill index with reanalysis data

Wind chill index with reanalysis data

Format: notebook
Published: July 15, 2022

How to combine multiple variables of climate data to create an index: wind speed index as an example

Plot an ensemble of CMIP6 climate projections

Plot an ensemble of CMIP6 climate projections

Format: notebook
Published: July 15, 2022

Access CMIP6 global climate projections from the C3S Climate Data Store, plot projected 2m temperature from model ensemble.

Analysis of projected versus historical climatology with CORDEX data

Analysis of projected versus historical climatology with CORDEX data

Format: notebook
Published: July 15, 2022

Introduction to CORDEX regional climate model data on single levels. Compute difference in air temperature climatologies.

Seasonal Forecast Anomalies

Seasonal Forecast Anomalies

Format: notebook
Published: July 15, 2022

Introduction to calculating seasonal forecast anomalies. Visualisation as spatial maps, time series and interactive plot