Training course: Machine learning for weather prediction
| Monday, 27 October | |||
| → |
Registration opens
|
ECMWF |
30m |
| → |
Welcome and course general information
Speaker:
William Becker
(ECMWF)
|
Lecture Theatre |
30m |
| → |
Overview/Motivation
Speaker:
Christian Lessig
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Coffee break
|
ECMWF
Reading
|
30m |
| → |
Machine Learning Foundations
Speaker:
Sara Hahner
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Decision Trees and Random Forests
Speaker:
William Becker
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Neural Networks and Deep Learning
Speaker:
Mario Santa Cruz Lopez
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands-on: ML Basics with Neural Networks
Speakers:
Julian Kuehnert
(ECMWF),
Matthias Karlbauer
(ECMWF),
Sebastian Hickman
(ECMWF),
William Becker
(ECMWF)
|
Classroom |
1h 15m |
| → |
Ice-breaker cocktail
|
Conference/G-WR - Weather room
Conference/G-WR - Weather roomECMWF
60
|
1h 30m |
| Tuesday, 28 October | |||
| → |
ML Evaluation and Data Leakage
Speaker:
Julian Kuehnert
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break & Group photo
|
ECMWF
Reading
|
45m |
| → |
Data Handling and Infrastructure
Speaker:
Ewan Pinnington
|
Lecture Theatre |
1h |
| → |
Convolutional Neural Networks
Speaker:
Vera Gahlen
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Transformers
Speaker:
Matthias Karlbauer
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands on: Debugging ML Models
Speakers:
Gabriel Ionut Moldovan
(ECMWF),
Mario Santa Cruz Lopez
(ECMWF),
Matthias Karlbauer
(ECMWF),
Sebastian Hickman
(ECMWF)
|
Classroom |
1h 45m |
| Wednesday, 29 October | |||
| → |
Deep Generative Models
Speaker:
Sophie Xhonneux
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
30m |
| → |
Self-supervised Learning
Speaker:
Christian Lessig
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Graph Neural Networks
Speakers:
Mario Santa Cruz Lopez
(ECMWF),
Mihai Alexe
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Data-Driven Weather Forecasts
Speaker:
Gabriel Ionut Moldovan
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Hands-on: Graph Neural Networks
Speakers:
Mario Santa Cruz Lopez
(ECMWF),
Matthias Karlbauer
(ECMWF),
Mihai Alexe
(ECMWF)
|
Classroom |
1h 45m |
| Thursday, 30 October | |||
| → |
Anemoi 1: Datasets and Inference
Speakers:
Harrison Cook
(ECMWF),
Matthew Chantry
(ECMWF)
|
Lecture Theatre |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
30m |
| → |
Hands on: Run the AIFS
Speakers:
Harrison Cook
(ECMWF),
Jakob Schlör
(ECMWF),
Sara Hahner
(ECMWF)
|
Classroom |
1h 15m |
| → |
Hands on: Explainable AI with AIFS
Speakers:
Mario Santa Cruz Lopez
(ECMWF),
Sara Hahner
(ECMWF),
Sebastian Hickman
(ECMWF)
|
Classroom |
1h |
| → |
Lunch break
|
ECMWF
Reading
|
1h |
| → |
Anemoi 2: Graphs and Models
Speakers:
Mario Santa Cruz Lopez
(ECMWF),
Matthew Chantry
(ECMWF)
|
Lecture Theatre |
1h |
| → |
Coffee break
|
ECMWF
Reading
|
15m |
| → |
Anemoi 3: Training
Speaker:
Mario Santa Cruz Lopez
(ECMWF)
|
Lecture Theatre |
45m |
| → |
Hands-on: Anemoi
Speakers:
Gabriel Ionut Moldovan
(ECMWF),
Harrison Cook
(ECMWF),
Helen Theissen
(ECMWF),
Julian Kuehnert
(ECMWF),
Mario Santa Cruz Lopez
(ECMWF),
Matthew Chantry
(ECMWF)
|
Classroom |
1h |
| Friday, 31 October | |||
| → |
Hands on: Anemoi
Speakers:
Harrison Cook
(ECMWF),
Helen Theissen
(ECMWF),
Jakob Schlör
(ECMWF),
Julian Kuehnert
(ECMWF),
Matthew Chantry
(ECMWF)
|
Classroom |
1h 15m |
| → |
Coffee break
|
ECMWF
Reading
|
30m |
| → |
Demo: Anemoi Profiling
Speakers:
Cathal O'Brien
(ECMWF),
Jan Polster
(ECMWF)
|
Classroom |
1h 15m |
| → |
Course wrap-up, final discussion
Speaker:
Matthew Chantry
(ECMWF)
|
Lecture Theatre |
30m |