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Agenda
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Summer School on Machine Learning for Atmospheric Sciences
Date: 23-27 August 2021
Monday August 23, 2021
Morning
08:30-08:40 Opening ceremony
08:40-10:10 Overview, Motivation and Convention: Stochastic vs Deterministic, Linear vs Nonlinear (Dr. Hailiang Du, Durham University)
10:10-10:30 Break
10:30-12:00 Properties of deterministic nonlinear dynamical systems (Dr. Hailiang Du, Durham University)
Afternoon
14:00-15:30 Fundamental aspects of predictability (Dr. Hailiang Du, Durham University)
15:30-15:50 Break
15:50-17:20 Data analysis workshop (Dr. Hailiang Du, Durham University)
Tuesday August 24, 2021
Morning
08:30-10:00 Uncertainty quantification and model discrepancy recognition (Dr. Hailiang Du, Durham University)
10:00-10:20 Break
10:20-11:50 Forecast interpretation and evaluation (Dr. Hailiang Du, Durham University)
Afternoon
14:00-15:30 Classic nonlinear statistical (machine) learning models (Dr. Hailiang Du, Durham University)
15:30-15:50 Break
15:50-17:20 Modelling using tree-based methods (workshop) (Dr. Hailiang Du, Durham University)
Wednesday August 25, 2021
Morning
08:30-10:00 Summary, discussion and criticise aspects across the board (Dr. Hailiang Du, Durham University)
10:00-10:20 Break
10:20-11:50 Big data for the earth system (Dr. Xiaomeng Huang, Tsinghua University)
Afternoon
14:00-16:00 From Artificial neural network to deep learning (Dr. Xiaomeng Huang, Tsinghua University)
16:00-16:20 Break
16:20-17:20 Practical Python, Numpy and Matplotlib (Dr. Xiaomeng Huang, Tsinghua University)
Thursday August 26, 2021
Morning
08:30-10:30 Back propagation algorithm and activation function issues (Dr. Xiaomeng Huang, Tsinghua University)
10:30-10:50 Break
10:50-11:50 Handwritten digit recognition task (Dr. Xiaomeng Huang, Tsinghua University)
Afternoon
14:00-16:00 Automatic differentiation and diverse deep neural networks (Dr. Xiaomeng Huang, Tsinghua University)
16:00-16:20 Break
16:20-17:20 Practical PyTorch Tutorial (Dr. Xiaomeng Huang, Tsinghua University)
Friday August 27, 2021
Morning
08:30-10:30 Experiences and tips for deep neural networks tuning (Dr. Xiaomeng Huang, Tsinghua University)
10:30-10:50 Break
10:50-12:00 Practical session (Dr. Xiaomeng Huang, Tsinghua University)
Adjourn