Course Information

Time of talks:   Tuesday 15:00 - 16:30,
R211, ITP, Brüderstraße 16
   
                                                           
Recommanded literature: Hertz, Krogh, Palmer (HKP). "Introduction To The Theory Of Neural Computation". CRC Press.

Talks

Topics
1) Hopfield JJ. " Neural networks and physical systems with emergent collective computational abilities " and HKP chapters 2&3, Anas Roumas
2) Travelling Salesman, Hopfield JJ, Tank DW. " Neural computation of decisions in optimization problems " and HKP chapter 4, Archil Kitiashvili
3) Storage capacity random Pattern, Amit, et al. " Storing Infinite Numbers of Patterns in a Spin-Glass Model of Neural Networks" and HKP , Lea Polonyi
4) Dense Associative Memory, Dmitry Krotov and John J Hopfield. " Dense Associative Memory for Pattern Recognition ", Julian Kälber
5) Boltzmann machines, Mehta, et al. "A high-bias, low-variance introduction to Machine Learning for physicists" chapter 16 , Markus Kohler
Slides Codes

2025