Neural networks, learning and quantum physics

Neural network - Javier Robledo-Moreno (NYU and CCQ).

Program

Lecture

09:30 - 11:00

Introduction to neural network learning and overview of applications in quantum physics

Antoine Georges

09 May 2023

Neural networks, learning and quantum physics

Amphithéâtre Guillaume Budé, Site Marcelin Berthelot

Representation of quantum states by neural networks (Neural Quantum States)

Antoine Georges

09 May 2023

Neural networks, learning and quantum physics

Amphithéâtre Guillaume Budé, Site Marcelin Berthelot

Neural Quantum States for Finite Temperature and Open Systems, with a Practical Introduction to NetKet

Filippo Vicentini

09 May 2023

Neural networks, learning and quantum physics

Amphithéâtre Guillaume Budé, Site Marcelin Berthelot

Neural networks, learning and density functional : applications to electronic structure

Antoine Georges

06 Jun 2023

Neural networks, learning and quantum physics

Amphithéâtre Guillaume Budé, Site Marcelin Berthelot

Machine Learning Force Fields for Materials Science

Ambroise van Roekeghem

06 Jun 2023

Neural networks, learning and quantum physics

Amphithéâtre Guillaume Budé, Site Marcelin Berthelot

06 Jun 2023

11:30 - 13:00

Neural networks, learning and quantum physics

Program

Introduction to neural network learning and overview of applications in quantum physics

Representation of quantum states by neural networks (Neural Quantum States)

Neural Quantum States for Finite Temperature and Open Systems, with a Practical Introduction to NetKet

Introduction to quantum tomography

Time-Dependent Neural Quantum States

Neural network representations of fermionic quantum states (1)

Quantum States with Neural Networks: Representations and Tomography

Neural network representations of fermionic quantum states (2)

Renormalization Group Theory and Machine Learning

Neural networks, learning and density functional : applications to electronic structure

Machine Learning Force Fields for Materials Science

See also