Schedule#
The following is a tentative schedule
Time |
June 3 (Monday) |
June 4 (Tuesday) |
June 5 (Wednesday) |
June 6 (Thursday) |
June 7 (Friday) |
June 10 (Monday) |
June 11 (Tuesday) |
June 12 (Wednesday) |
June 13 (Thursday) |
June 14 (Friday) |
|---|---|---|---|---|---|---|---|---|---|---|
|
Registration |
|||||||||
|
Intro to DS / get started (80’) |
Regularization, cross validation |
Non parametric regression, GAMS |
HDBSCAN, anomaly detection |
Supervised learning, decision trees, XGBoost |
CNN |
Intro to generative AI |
Intro to UQ |
Optimization |
Reinforcement Learning |
|
Coffee Break (30’) |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
|
Supervised learning, linear regression (80’) |
Logistic regression |
Gaussian processes |
Dimensionality reduction, clustering, K-M++ |
Intro to Deep Learning |
GNN |
Intro to Normalizing Flows |
Bayesian Neural Network |
Optimization |
Reinforcement Learning |
|
Lunch (80’) |
Lunch |
Lunch |
Lunch |
Lunch |
Lunch |
Lunch |
Lunch |
Lunch |
Lunch |
|
Fusion and Magnetic Confinement (S. Mordijck) (60’) |
Overview of plasma diagnostics and measurements (E. Kostadinova) |
Alcator C-Mod (A. Saperstein, J. Stillerman) |
HDF group solution (A. Jelenak) |
Fusion Pilot Plants (S. Diem) |
Managing Data: Why it matters, when it is important, and how to do it (N. Cummings) |
Making plasma science open (N. Murphy) |
DIII-D ML/AI perspective (B. Sammuli) |
Data-mining the tokamak density limit (A. Maris) |
Group presentations |
|
Coffee Break (30’) |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
Coffee Break |
|
Getting setup with software/hardware, data explanation |
Hands-on (Data Science, D. Vasiliu) |
Hands-on (Data Science, D. Vasiliu) |
Hands-on (Explanation of Dataset), Classification) |
Hands-on (Classification) |
Hands-on (Explanation of Dataset (S. Mordijck), Regression) |
Hands-on (Regression) |
Hands-on (Data Science) / Lecture (S. Mordijck) |
Hands-on (Data Science) / Lecture (S. Mordijck) |
Group presentations |
|
Welcome Reception |
Al4Fusion Social |
AI4Fusion Social |
Closing remarks |