Study and Implementation of Deterministic and non deterministic chaos models. Noise. Fractals. And Reservoir computing.
Lecture reference: statistical mechanics
Non deterministic chaos reference paper: Non-deterministic Chaos
- Could noise induce or reduce chaos?
- Stochastic noise, Random noise, (non)deterministic chaos and effect on predictability/system behaviour.
- Identifying or distinguishing noise from chaos.
- Could models (ESN or LSTM for example) still perform well for nondeterministic and chaotic system ?
- Understanding Fractals. And how useful they are to Machine learning.
- Statistical Mechanics (Ecole Normale Superieur Coursera).