Skip to content

Archive

Home Browse Courses Talks Study Paths

Directory

Institutions Speakers

Library

Playlists

Browse/Statistical Thermodynamics as a Paradigm for Data Science

⌘K

/

/

International Centre for Theoretical Physics·Qian Hong

40:13

0:00/40:13

Workshop on Stochastic Thermodynamics - WOST IV →0/4

Geometric Design Principle of Oscillation-driven Catalytic Molecular Machines

The Third Law of Thermodynamics for Nonequilibrium Jump Processes

Universal Thermodynamic Bounds on Symmetry Breaking in Living Systems

Statistical Thermodynamics as a Paradigm for Data Science

Statistical Thermodynamics as a Paradigm for Data Science

Qian Hong ICInternational Centre for Theoretical Physics

40:13·2023·graduate level

Investigating the conceptual and methodological parallels between statistical thermodynamics and modern data science, proposing a new paradigm for data analysis.

Statistical Thermodynamics as Paradigm for a Data Science

Physics Classical & Statistical Mechanics Thermodynamics & Statistical Mechanics Information Theory & Coding Data Science

Part of course·Lecture 4 of 4

Workshop on Stochastic Thermodynamics - WOST IV

Full syllabus (4) →

Previous · Lecture 3

Universal Thermodynamic Bounds on Symmetry Breaking in Living Systems

End of sequence

Final session in this series

About the lecturer

Speaker directory →

Professor at International Centre for Theoretical Physics

1 course · 4 lectures in archiveView profile

Discussion

Share a seminar note, question, or timestamped reference (e.g. 14:20)...Sign in

Related lectures

5

The Third Law of Thermodynamics for Nonequilibrium Jump Processes

Faezeh Khodabandehlou · International Centre for Theoretical Physics

Shared subfield · Classical & Statistical Mechanics & Thermodynamics & Statistical Mechanics

Thermodynamics of Supersymmetric Black Holes

Finn Larsen · University of Michigan

Shared subfield · Classical & Statistical Mechanics & Thermodynamics & Statistical Mechanics

What We Still Don’t Know About Critical Percolation

Tom Hutchcroft · Princeton University

Shared subfield · Classical & Statistical Mechanics & Thermodynamics & Statistical Mechanics

The Character of Physical Law: The Distinction of Past and Future, Part 5

Richard Feynman · Cornell University

Shared subfield · Classical & Statistical Mechanics & Thermodynamics & Statistical Mechanics

From Voltage-Driven Phase Transition Towards Electrocaloric Devices

Emmanuel Defay · LIST Luxembourg

Shared subfield · Classical & Statistical Mechanics & Thermodynamics & Statistical Mechanics