ICTP-KIAS School on Statistical Physics for Life Sciences | (smr 3746) (31 October 2022

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Work, Heat, and Stochastic Trajectory in Stochastic Systems

Entropy Production and Fluctuation Theorems

Fitting versus Predicting

Towards Deep Learning: Linear and Logistic Regression

Introduction to modern Deep Learning

Why does modern Deep Learning work so well? Rethinking generalization

An introduction to information theory

Thermodynamics of information I

Thermodynamics of information II

Autonomous Maxwell's demons

Comparing the inverse problem in statistical physics to model selection in data science

Kinetic Ising models for modeling discrete data

Temperature in data science

Some new approaches to old problems

Changbong Hyeon (KIAS), Junghyo Jo (Seoul National University), ICTP Scientific Contact: Antonio Celani (ICTP)