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