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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
Repository
Open issue
Index
