Ressources

The section regroups several examples to have a better understanding of optimization key points.

• POSITRON: PythOn for Science In The Reblochon cOuNtry
• Setup your laptop
  • Installing Python
• Basics
  • Python basics
    • Scientific Python
    • Advanced plotting
  • Examples
    • Game of Life and other cellular automatons
  • Exercises
    • Conway’s Game of Life
• Image
  • Support material
    • Basics
    • Orientation an aspect ratio
  • Exercices
    • Tutorial: Counting objects using labeling
    • Practical Work: Steel microstructure
    • Practical Work Bonus: Play with dice
• Data
  • Support material
    • Introduction
    • Linear regression - Linear model
    • Linear regression - Advanced model
    • Derivation of numerical data
  • Ressources
    • Word Generator
  • Exercices
    • Analysis of data from a weather station
    • Tensile test analysis
• ODE
  • Support material
  • Ressources
    • Modelling the trajectory of a badminton shuttlecock
    • Simulation of a set of bodies subjected to gravity
    • Molecular Dynamics : simulation of a crystal formation in 2D
  • Exercices
    • Simple pendulum
    • Driven Harmonic Oscillator
    • Vibrational energy harvesting using a Duffing oscillator
• Optimization
  • Support material
  • Ressources
    • Interactive optimization
    • Illustration : Crossing a river
    • Step by step Optimization : understanding gradient based method
  • Exercices
    • Rosenbrock function and Curve fiting
    • Optimizing a bridge structure
• Machine Learning
  • Support material
  • Exercices
    • Supervised learning using PyTorch: a toy example
    • Reinforcement learning on snake with a genetic neural network