Training course: Machine learning and Destination Earth

Monday, 23 February
12:30 → 13:00
Registration opens
30m
13:00 → 13:30
Welcome and General Information
Speaker: William Becker (ECMWF)
30m
13:30 → 14:15
Overview and Motivation
Speaker: Christian Lessig (ECMWF)
45m
14:15 → 15:00
Machine Learning Foundations
Speaker: William Becker (ECMWF)
45m
15:00 → 15:30
Coffee break
30m
15:30 → 16:30
Neural Networks and Deep Learning
Speaker: Mario Santa Cruz Lopez (ECMWF)
1h
16:30 → 17:00
Setup for Practical Sessions
Speaker: William Becker (ECMWF)
30m
17:00 → 18:30
Ice-breaker drinks
1h 30m
Tuesday, 24 February
09:00 → 10:30
Hands on: Neural Networks Basics
Speakers: Matthias Karlbauer (ECMWF), William Becker (ECMWF)
1h 30m
10:30 → 11:00
Coffee break
30m
11:00 → 12:00
ML Evaluation and Data Leakage
Speaker: Ilaria Luise (ECMWF)
1h
12:00 → 13:00
Data Handling and Infrastructure
Speaker: Julien Lefaucheur (ECMWF)
1h
13:00 → 14:00
Lunch break
1h
14:00 → 15:00
Convolutional Neural Networks
Speaker: Maria Luisa Taccari
1h
15:00 → 15:30
Coffee break
30m
15:30 → 17:00
Hands on: Debugging ML models
Speaker: Matthias Karlbauer (ECMWF)
1h 30m
Wednesday, 25 February
09:00 → 09:45
Transformers
Speaker: Matthias Karlbauer (ECMWF)
45m
09:45 → 10:30
Deep Generative Models
Speaker: Sophie Xhonneux (ECMWF)
45m
10:30 → 11:00
Coffee break
30m
11:00 → 11:45
Destination Earth: Hydrology
Speaker: Maria Luisa Taccari
45m
11:45 → 13:00
Self-supervised Learning
Speaker: Christian Lessig (ECMWF)
1h 15m
13:00 → 14:00
Lunch break
1h
14:00 → 15:00
Graph Neural Networks
Speaker: Mihai Alexe (ECMWF)
1h
15:00 → 15:30
Coffee break
30m
15:30 → 16:45
Data-driven Weather Forecasting
Speaker: Mariana Clare (ECMWF)
1h 15m
Thursday, 26 February
09:00 → 10:30
Hands on: GNNs
Speaker: Matthias Karlbauer (ECMWF)
1h 30m
10:30 → 11:00
Coffee break
30m
11:00 → 12:00
Anemoi Datasets and Inference
Speaker: Harrison Cook (ECMWF)
1h
12:00 → 13:00
Hands-on: Running the AIFS
Speakers: Jakob Schlör (ECMWF), Mariana Clare (ECMWF), Mario Santa Cruz Lopez (ECMWF)
1h
13:00 → 14:00
Lunch break
1h
14:00 → 14:30
Anemoi Graphs
Speaker: Mario Santa Cruz Lopez (ECMWF)
30m
14:30 → 15:00
Anemoi Models
Speaker: Joffrey Dumont Le Brazidec (ECMWF)
30m
15:00 → 15:30
Coffee break
30m
15:30 → 16:00
Anemoi Training
30m
16:00 → 17:00
Hands on: Anemoi 1
Speakers: Mariana Clare (ECMWF), Mario Santa Cruz Lopez (ECMWF)
1h
Friday, 27 February
09:00 → 10:00
Hands on: Anemoi 2
Speakers: Jakob Schlör (ECMWF), Mariana Clare (ECMWF)
1h
10:00 → 10:30
Destination Earth: Ocean
Speaker: Rachel Furner (Ecmwf)
30m
10:30 → 11:00
Coffee break
30m
11:00 → 11:30
Destination Earth: Downscaling
Speaker: Joffrey Dumont Le Brazidec (ECMWF)
30m
11:30 → 12:00
Destination Earth: Forecast in a Box
Speaker: Harrison Cook (ECMWF)
30m
12:00 → 12:30
Destination Earth: Sea Ice
Speakers: Lorenzo Zampieri (ECMWF), Rachel Furner (Ecmwf)
30m
12:30 → 12:40
Farewell and certificates
Speaker: William Becker (ECMWF)
10m

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