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Computational Physics Scientific Programming with Python

Computational Physics Scientific Programming with Python

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Description


Description



This course is for everyone who wants to learn and get better in Python and physics.



Except for some school mathematics, no prior knowledge is required. We will start from the basics and climb the ladder up to advanced projects!



Python is an enormously powerful tool and widely used in theoretical and computational physics.

It is not difficult to use but the whole topic can be overwhelming to learn if you are on your own.



In computational physics we use numerical techniques from mathematics, such as:



   Interpolation & Model fitting

   Derivatives & Integrals

   Differential equations

   Eigenvalue problems

   Monte Carlo methods



to solve problems from all areas of physics.





You are kindly invited to join this carefully prepared course that will teach you all you need to know about Python for scientific programming. It includes a crash course, quizzes, exercises, solutions and, of course, hands-on programming sessions in which we will solve real-life examples, such as



   Calculating the magnetic field of a charged wire (integrals & derivatives)

   Chaos & the butterfly effect (differential equations)

   Heat propagation in a sample (differential equations)

   Simulating (and navigating) a spaceship interacting with sun, earth and moon (differential equations)

   The strange behavior of coupled oscillators (Eigenvalue problems, Fourier analysis & fitting procedure)

   Ferromagnets & Antiferromagnets (Monte Carlo methods)

   Special properties of graphene (Advanced science lecture about the Nobel prize winning material)

   … & many more



Why me?



My name is Börge Göbel and I am a postdoc working as a scientist in theoretical physics.

I have refined my advisor skills as a tutor of Bachelor, Master and PhD students in theoretical physics and have other successful courses here on Udemy.



Especially when I started my PhD, I was impressed how easily you can solve demanding tasks with Python. I have used the program for the results in many of my publications and have recommended Python to all of my students.



I hope you are excited and I kindly welcome you to our course!

Who this course is for:



   This course is for everyone: Python beginners & advanced programmers

   Everyone who likes physics and/or programming

   Science students, who want to explore a modern field of physics

   … or who want to prepare for their computational physics exam



Requirements



   Software: None, I will show you how to install Python which is free.

   Programming: Previous experience is helpful but not required. We start with a 2h crash course.

   School mathematics: Knowing the basics about derivatives & integrals.

   Physics: Helpful but not required.



Last Updated 1/2022

File list
  • Computational Physics Scientific Programming with Python
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  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/001 Hello & Welcome!.html 550 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/002 Overview.png 234.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/006 HOW TO use this course_en.srt 1.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/007 LET'S GET STARTED with scientific programming!.html 743 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/008 (FAQ) Typical problems & errors.html 1.7 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/01 - Python installation via Anaconda & Alternatives/012 (optional) Environments & Updates_en.srt 3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/001 Introduction to section Optional Python crash course_en.srt 2.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/002 02-Crash-course-template.ipynb 21.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/002 Template file.html 521 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/006 [Solution] Coding Exercise Basic programming sqrt.html 141 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/018 Crash course recap_en.srt 701 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/019 02-Crash-course-template.ipynb 21.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/019 02-Crash-course.ipynb 249.7 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/02 - [Optional] Python Crash Course/019 Resources & Links.html 477 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/001 Introduction_en.srt 2.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/002 Template file.html 139 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/011 [Exercise] (optional) Generalize the procedure for more data points.html 243 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/016 [Exercise] (optional) Try a different model function of your choice.html 380 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/017 Section recap_en.srt 1010 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/018 03-Interpolation.ipynb 245.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/03 - Series expansion, interpolation & data fitting/018 Resources & Links.html 473 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/002 figure-04-derivatives.png 76.5 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/006 Better accuracy Richardson method.mp4 108.9 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/006 Better accuracy Richardson method_en.srt 23.5 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/009 04b-Exercise-velocity-acceleration-data-file.dat 28.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/009 04b-Exercise-velocity-acceleration.ipynb 14.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/010 04b-Exercise-velocity-acceleration-data-file.dat 28.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/010 [Solution] Calculate velocity and acceleration.mp4 123.9 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/010 [Solution] Calculate velocity and acceleration_en.srt 25.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/014 04a-Derivatives.ipynb 474.4 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/014 04b-Exercise-velocity-acceleration-data-file.dat 28.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/014 04b-Exercise-velocity-acceleration-solution.ipynb 170 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/04 - Derivatives/014 figure-04-derivatives.png 76.5 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/002 05d-Fourier-transform-template.ipynb 21.7 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/002 figure-05-derivation-wire.png 184.5 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/002 figure-05-hand.svg 22.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/002 figure-05-integral.png 67.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/002 Template files.html 145 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/016 Calculating the vector potential of a charged wire_en.srt 17.7 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/020 Fourier transform_en.srt 13.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/023 05a-Basics-integration.ipynb 26.7 KB
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  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/023 05c-Magnetic-field-wire.ipynb 222.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/023 05d-Fourier-transform-template.ipynb 21.7 KB
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  • [TutsNode.com] - Computational Physics Scientific Programming with Python/05 - Integrals/023 figure-05-integral.png 67.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/06 - Differential equations I Basics and 1-dimensional problems/004 Example 1 Radioactive decay_en.srt 12.4 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/06 - Differential equations I Basics and 1-dimensional problems/018 Section recap_en.srt 1012 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/06 - Differential equations I Basics and 1-dimensional problems/019 06-Differential-equations.ipynb 504.4 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/002 07a-Multidimensional-rolling-ball-template.ipynb 66.6 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/002 Template files.html 145 B
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/011 Solving the heat equation in two dimensions.mp4 112.6 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/011 Solving the heat equation in two dimensions_en.srt 22 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/021 Brake maneuver to reach moon orbit_en.srt 20 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/023 07a-Multidimensional-rolling-ball-template.ipynb 66.6 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/023 07a-Multidimensional-rolling-ball.ipynb 212.6 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/023 07b-Multidimensional-lorenz.ipynb 187.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/023 07c-Multidimensional-heat-equation.ipynb 155.4 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/07 - Differential equations II Multiple dimensions/023 07d-Mutidimensional-3-body.ipynb 566.6 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/002 08-Eigenvalue-coupled-oscillators-template.ipynb 15.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/002 figure-08-coupled-oscillators-circle.png 75.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/002 figure-08-coupled-oscillators.png 18.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/007 [Solution] Write your own routine to calculate the eigenvalues_en.srt 20.2 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/010 [Exercise] Fit three harmonic oscillations to our numerical solution_en.srt 5.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/08 - Eigenvalue problems/014 08-Eigenvalue-coupled-oscillators.ipynb 622.2 KB
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  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/006 [Project] Simulating a magnet - Setting up & plotting the initial state.mp4 98.3 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/006 [Project] Simulating a magnet - Setting up & plotting the initial state_en.srt 24.3 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/008 Simulating a Metropolis step.mp4 116.4 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/008 Simulating a Metropolis step_en.srt 20.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/014 09a-MC-pi.ipynb 170.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/09 - Monte Carlo algorithms/014 09b-MC-magnet.ipynb 839.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/10 - [Add On] Quantum mechanics Solving the Schrödinger equation/005 Determining & Discussing the eigensystem of the particle in a box_en.srt 26.4 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/10 - [Add On] Quantum mechanics Solving the Schrödinger equation/008 Determining & Discussing the eigensystem of the quantum harmonic oscillator_en.srt 21.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/10 - [Add On] Quantum mechanics Solving the Schrödinger equation/012 10a-Particle-in-a-box.ipynb 140.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/10 - [Add On] Quantum mechanics Solving the Schrödinger equation/012 10b-Quantum-harmonic-oscillator.ipynb 310.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/002 11-Graphene-template.ipynb 219.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/003 From free electrons to band structures.mp4 122.6 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/003 From free electrons to band structures_en.srt 27.9 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/005 Band structure of graphene.mp4 136.5 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/005 Band structure of graphene_en.srt 28.1 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/008 Band structure of a graphene nanoribbon.mp4 113 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/008 Band structure of a graphene nanoribbon_en.srt 19.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/009 Applying magnetic field Landau quantization & Quantum Hall effect.mp4 127.6 MB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/009 Applying magnetic field Landau quantization & Quantum Hall effect_en.srt 21.7 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/012 11-Graphene-template.ipynb 219.8 KB
  • [TutsNode.com] - Computational Physics Scientific Programming with Python/11 - [Add on] Nobel prize lecture Electronic properties of graphene/012 11-Graphene.ipynb 662.8 KB

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