M2 Complex Systems 2016-2017

Here you can find some on the Handouts, or Lectures notes, I have made during my Master in Theoritical Physics of Complex Systems. Most of them are synthetic and need to be completed with a full lecture on the subject. However it can be a helpful support in order to work, or have a reminder, on these topics.

Lectures Notes on "Physics, Algorithms and Statistics" :

Lectures Notes on "Complex Systems" :

Lectures on Inference learning and Big data :

physics-algo-classes.pdf
lectures-networks.pdf
lectures-inferences-learning.pdf

These two lectures notes can be completed with the Jupyter notebook on this page. It offers come complements or extensions of the subjects that are discussed.

Handouts on Statistical Field Theory:

fiche-sft-maths.pdf
fiche-coarse-graining.pdf
fiche-fractale.pdf

Handouts on Non-Linear Physics :

fixed-points.pdf
fiche-euler-lagrange.pdf
bifurcations.pdf
fiche-normal-form.pdf

Handouts on Mathematical tools :

fiche-abscisse-curviligne.pdf
fiche-complex-analysis.pdf
fiche-method-steepest.pdf

Handouts on Out of Equilibrium Dynamics :

ito-formula-applications.pdf
fiche-langevin-equation.pdf
fiche-fpe.pdf
fiche-molecular-motors.pdf
fiche-thermal-ratchets.pdf
fiche-propelled.pdf