Learning and navigating dynamical systems

by Agnese Seminara, Lorenzo Rosasco

Monday 12 Jun 2023, 13:00 → Tuesday 13 Jun 2023, 15:00 Europe/Rome

Ex-ISEF/Building-Main Lecture Hall (GSSI)

Dates:

Monday June 12 from 15:00 to 19:00

Tuesday June 13 from 9:00 to 13:00

 

Tentative program

 

Lorenzo - intro to Statistical ML  

(statistical learning, ERM, kernel/neural nets, SGD, generalization)

 

Agnese - intro to RL  

(markov decision processes, partial observability, reinforcement learning)
 

Lorenzo - learning dynamical systems via their Koopman operators  

(Koopman operators,operator valued kernels)

 

Agnese - learning to navigate turbulence.  

(model based and model free RL for olfactory navigation, using temporal memory vs maps)