Training course: Machine learning for weather prediction
| Monday, 18 March | |||
| → |
Registration opens
|
ECMWF
Reading
|
30m |
| → |
Welcome and course general information
Speakers:
Christopher Stewart
(ECMWF),
Julia Ioannou
(ECMWF)
|
Council Chamber |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
25m |
| → |
Overview/ Motivational lecture
Speaker:
Jesper Dramsch
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Comfort break
|
ECMWF
Reading
|
10m |
| → |
Data handling and infrastructure
Speaker:
Florian Pinault
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Machine Learning foundations
Speaker:
Jesper Dramsch
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Unsupervised learning for data exploration
Speaker:
Siham El Garroussi
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Ice-breaker cocktail
|
ECMWF
Reading
|
1h 30m |
| Tuesday, 19 March | |||
| → |
Neural networks / Deep learning
Speaker:
Jesper Dramsch
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break & Group photo
|
ECMWF
Reading
|
25m |
| → |
Decision Trees/ Random Forests
Speaker:
Mihai Alexe
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Comfort break
|
ECMWF
Reading
|
10m |
| → |
Hands-on: Machine learning basics
Speaker:
Matthew Chantry
(ECMWF)
|
Classroom |
1h 5m |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
ML Evaluation/ Data Leakage
Speaker:
Jesper Dramsch
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands on: Debugging ML models
Speaker:
Christian Lessig
(ECMWF)
|
Classroom |
1h 30m |
| Wednesday, 20 March | |||
| → |
Convolutional Neural Networks
Speaker:
Ana Prieto Nemesio
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
25m |
| → |
Transformers
Speaker:
Christian Lessig
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Comfort break
|
ECMWF
Reading
|
10m |
| → |
Graph Neural Networks
Speaker:
Mihai Alexe
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Deep Generative Models
Speakers:
Christian Lessig
(ECMWF),
Gabriel Ionut Moldovan
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands-on: Graph Neural Networks
Speaker:
Mihai Alexe
(ECMWF)
|
Classroom |
1h 30m |
| Thursday, 21 March | |||
| → |
Uncertainty/ Bayesian Modelling
Speaker:
Mariana Clare
(ECMWF)
|
Classroom |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
25m |
| → |
Explainable AI
Speakers:
Ana Prieto Nemesio
(ECMWF),
Mariana Clare
(ECMWF)
|
Classroom |
1h 5m |
| → |
Comfort break
|
ECMWF
Reading
|
10m |
| → |
Self-supervised Learning
Speaker:
Christian Lessig
(ECMWF)
|
Classroom |
1h 5m |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Data-driven weather forecasts
Speaker:
Matthew Chantry
(ECMWF)
|
Classroom |
1h 5m |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands-on: Explainable AI
Speakers:
Ana Prieto Nemesio,
Mariana Clare
(ECMWF)
|
Classroom |
1h 30m |
| Friday, 22 March | |||
| → |
ML for Model Error Estimation and Prediction
Speaker:
Massimo Bonavita
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
25m |
| → |
ML for Data Assimilation
Speaker:
Alan Geer
(ECMWF)
|
Lecture Theatre |
1h 5m |
| → |
Comfort break
|
ECMWF
Reading
|
10m |
| → |
AI Models: running AIFS (and GraphCast... and FourCastNet...) operationally
Speakers:
Jesper Dramsch
(ECMWF),
Gert Mertes
(ECMWF)
|
Lecture Theatre |
35m |
| → |
Course wrap-up, final discussion and Q&A session
Speaker:
Jesper Dramsch
(ECMWF)
|
Lecture Theatre |
20m |