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Introduction to Computer-based Physical Modeling 24 documentation

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Introduction to Computer-based Physical Modeling 24 documentation

Course Information:

This Website
Course Schedule
Assignments
Assignment Rules
Exam
Resources
Instructor

Jupyter Notebooks:

Overview
Introduction to Jupyter
Notebook editor
Entering code
Entering Markdown

Lecture 1:

Lecture Contents
Variables and types
Operators and comparisons
Assignment 1

Lecture 2:

Data Types in Python
Modules and namespaces
NumPy arrays

Notebook for Exercise 2:

Fun with DataTypes

Lecture 3:

Input and output
Flow Control
Assignment 2

Notebook for Exercise 3:

Add On: Making publication ready figures

Lecture 4:

Plotting data
Functions
Assignment 3

Lecture 5:

Classes and Objects
Random numbers
Brownian Motion
Animations
Exercise 4

Notebook for Exercise 4:

Simple Collision Detection

Lecture 6:

Numerical Differentiation
Numerical Integration
Solving ODEs
Exercise 5

Lecture 7:

COVID19
Coupled Pendula
Fourier Analysis

Lecture 8:

Spring Pendulum
Planetary Motion
Diffusion equation
Curve fitting

Lecture 9:

Plane Waves
Spherical waves
Huygens principle
Gaussian Beam

Lecture 10:

Quantum Mechanics
Particle in a box
Harmonic Oscillator

Lecture 11:

Periodic Potential
Time Dependent Quantum Mechanics
Wavepacket in a Potential Box
Tunneling through a barrier

Lecture 12:

Hydrodynamics
Machine Learning and Neural Networks

Lecture 13:

Neural Networks
Neural Network with Keras
Convolutional Neural Networks
Example CNN with Keras

Lecture 14:

Autoencoder CNN for Time Series Denoising
Python and Hardware
Project: YOUR PROJECT TITLE

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Instructor#

Email: lastname@physik.uni-leipzig.de

Prof. Dr. Frank Cichos
- Linnéstr. 5, 04103 Leipzig
- Office: 322
- Phone: +0341 97 32571

Copyright © 2024, Frank Cichos

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Last updated on Jul 02, 2024