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Computational Physics Scientific Programming with Python
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[TutsNode.com] - Computational Physics Scientific Programming with Python (Size: 6.94 GB) (Files: 552)
[TutsNode.com] - Computational Physics Scientific Programming with Python
11 - [Add on] Nobel prize lecture Electronic properties of graphene
005 Band structure of graphene.mp4
009 Applying magnetic field Landau quantization & Quantum Hall effect.mp4
003 From free electrons to band structures.mp4
012 11-Graphene.ipynb
008 Band structure of a graphene nanoribbon.mp4
002 11-Graphene-template.ipynb
005 Band structure of graphene_en.srt
003 From free electrons to band structures_en.srt
012 11-Graphene-template.ipynb
009 Applying magnetic field Landau quantization & Quantum Hall effect_en.srt
008 Band structure of a graphene nanoribbon_en.srt
004 Plotting a graphene lattice_en.srt
007 Plotting a graphene nanoribbon_en.srt
006 Dirac points and massless electrons_en.srt
007 Plotting a graphene nanoribbon.mp4
010 Moire lattice of twisted bilayers of graphene_en.srt
001 Introduction_en.srt
011 Section recap_en.srt
013 THANK YOU & GOODBYE!_en.srt
012 Resources & Links.html
002 Template file.html
004 Plotting a graphene lattice.mp4
010 Moire lattice of twisted bilayers of graphene.mp4
001 Introduction.mp4
006 Dirac points and massless electrons.mp4
011 Section recap.mp4
013 THANK YOU & GOODBYE!.mp4
01 - Python installation via Anaconda & Alternatives
001 Hello & Welcome!.html
008 (FAQ) Typical problems & errors.html
006 HOW TO use this course_en.srt
007 LET'S GET STARTED with scientific programming!.html
012 (optional) Environments & Updates_en.srt
002 Overview.png
004 Jupyter notebook - Our tool of choice_en.srt
010 (optional) Alternative development environments For large projects - PyCharm_en.srt
003 Installing Python via Anaconda for free_en.srt
011 (optional) Alternative development environments Allrounder - Visual Studio Code_en.srt
009 (optional) Style sheets for your notebook_en.srt
002 Structure & Overview of this course_en.srt
005 Style your notebook_en.srt
009 (optional) Style sheets for your notebook.mp4
003 Installing Python via Anaconda for free.mp4
002 Structure & Overview of this course.mp4
010 (optional) Alternative development environments For large projects - PyCharm.mp4
006 HOW TO use this course.mp4
011 (optional) Alternative development environments Allrounder - Visual Studio Code.mp4
004 Jupyter notebook - Our tool of choice.mp4
005 Style your notebook.mp4
012 (optional) Environments & Updates.mp4
10 - [Add On] Quantum mechanics Solving the Schrödinger equation
012 10b-Quantum-harmonic-oscillator.ipynb
012 10a-Particle-in-a-box.ipynb
005 Determining & Discussing the eigensystem of the particle in a box_en.srt
008 Determining & Discussing the eigensystem of the quantum harmonic oscillator_en.srt
011 Section recap_en.srt
008 Determining & Discussing the eigensystem of the quantum harmonic oscillator.mp4
005 Determining & Discussing the eigensystem of the particle in a box.mp4
004 Finding the first solution via the shooting method_en.srt
007 Adapting our notebook to the new potential_en.srt
010 Use Mathematica to solve the problem with only a few lines of code_en.srt
002 Physical background.html
001 Introduction_en.srt
003 [Project] Particle in a box.html
006 [Project] Quantum harmonic oscillator.html
009 How can we solve this problem more easily.html
012 Resources & Links.html
004 Finding the first solution via the shooting method.mp4
007 Adapting our notebook to the new potential.mp4
001 Introduction.mp4
011 Section recap.mp4
010 Use Mathematica to solve the problem with only a few lines of code.mp4
07 - Differential equations II Multiple dimensions
023 07c-Multidimensional-heat-equation.ipynb
011 Solving the heat equation in two dimensions_en.srt
023 07d-Mutidimensional-3-body.ipynb
023 07b-Multidimensional-lorenz.ipynb
002 Template files.html
011 Solving the heat equation in two dimensions.mp4
023 07a-Multidimensional-rolling-ball.ipynb
002 07a-Multidimensional-rolling-ball-template.ipynb
023 07a-Multidimensional-rolling-ball-template.ipynb
021 Brake maneuver to reach moon orbit_en.srt
001 Introduction_en.srt
010 Solving the heat equation in one dimension_en.srt
015 Analyzing the orbital motion of earth & moon_en.srt
004 Solving the differential equation of a rolling ball_en.srt
013 Coding the differential equations for sun, earth & moon_en.srt
007 Solving the Lorenz differential equation for the chaotic case_en.srt
021 Brake maneuver to reach moon orbit.mp4
017 [Project] Rocketship - Coding & Solving the differential equations_en.srt
019 Simulating earth escape_en.srt
005 Different starting conditions & external forces acting on the ball_en.srt
003 [Project] Simulating a rolling ball - Two decoupled oscillators_en.srt
012 [Project] 3-body problem Coupled differential equations for sun, earth & moon_en.srt
009 [Project] Heat equation - Explanation of the differential equation_en.srt
002 07d-Mutidimensional-3-body-template.ipynb
023 07d-Mutidimensional-3-body-template.ipynb
018 Changing starting velocity Elliptical orbit around earth_en.srt
014 Solving the differential equations for sun, earth & moon (3-body problem)_en.srt
020 Simulating a moon encounter_en.srt
002 07b-Multidimensional-lorenz-template.ipynb
023 07c-Multidimensional-heat-equation-template.ipynb
002 07c-Multidimensional-heat-equation-template.ipynb
008 Solving the Lorenz differential equation for the non-chaotic case_en.srt
006 [Project] Chaos & Lorenz systems - Explanation of the differential equation_en.srt
016 Comment on inclination of the moon_en.srt
023 07b-Multidimensional-lorenz-template.ipynb
022 Section recap_en.srt
023 Resources & Links.html
015 Analyzing the orbital motion of earth & moon.mp4
010 Solving the heat equation in one dimension.mp4
004 Solving the differential equation of a rolling ball.mp4
007 Solving the Lorenz differential equation for the chaotic case.mp4
013 Coding the differential equations for sun, earth & moon.mp4
019 Simulating earth escape.mp4
017 [Project] Rocketship - Coding & Solving the differential equations.mp4
001 Introduction.mp4
018 Changing starting velocity Elliptical orbit around earth.mp4
005 Different starting conditions & external forces acting on the ball.mp4
003 [Project] Simulating a rolling ball - Two decoupled oscillators.mp4
014 Solving the differential equations for sun, earth & moon (3-body problem).mp4
020 Simulating a moon encounter.mp4
009 [Project] Heat equation - Explanation of the differential equation.mp4
012 [Project] 3-body problem Coupled differential equations for sun, earth & moon.mp4
008 Solving the Lorenz differential equation for the non-chaotic case.mp4
022 Section recap.mp4
006 [Project] Chaos & Lorenz systems - Explanation of the differential equation.mp4
016 Comment on inclination of the moon.mp4
06 - Differential equations I Basics and 1-dimensional problems
018 Section recap_en.srt
004 Example 1 Radioactive decay_en.srt
019 06-Differential-equations.ipynb
014 Compare different methods for solving differential equations_en.srt
015 Implementation of Runge Kutta 4th order method_en.srt
002 06-Differential-equations-template.ipynb
019 06-Differential-equations-template.ipynb
012 Improvement Use the SciPy function solve_ivp_en.srt
005 Defining a general function for the Euler method_en.srt
007 Higher-order differential equations_en.srt
017 Comparison of our three methods to solve differential equations_en.srt
009 Example 4 Pendulum_en.srt
001 Introduction_en.srt
002 Template file.html
011 Adding damping and driving forces_en.srt
006 Example 2 Time-amplified radioactive decay_en.srt
013 Higher-order differential equations with solve_ivp_en.srt
016 Implementation of RK45_en.srt
008 Example 3 Free fall_en.srt
019 Resources & Links.html
003 Background Euler method_en.srt
010 Accurate solution of the pendulum_en.srt
014 Compare different methods for solving differential equations.mp4
015 Implementation of Runge Kutta 4th order method.mp4
012 Improvement Use the SciPy function solve_ivp.mp4
017 Comparison of our three methods to solve differential equations.mp4
004 Example 1 Radioactive decay.mp4
005 Defining a general function for the Euler method.mp4
011 Adding damping and driving forces.mp4
009 Example 4 Pendulum.mp4
007 Higher-order differential equations.mp4
013 Higher-order differential equations with solve_ivp.mp4
001 Introduction.mp4
016 Implementation of RK45.mp4
006 Example 2 Time-amplified radioactive decay.mp4
008 Example 3 Free fall.mp4
010 Accurate solution of the pendulum.mp4
003 Background Euler method.mp4
018 Section recap.mp4
02 - [Optional] Python Crash Course
019 02-Crash-course.ipynb
001 Introduction to section Optional Python crash course_en.srt
002 Template file.html
006 [Solution] Coding Exercise Basic programming sqrt.html
018 Crash course recap_en.srt
019 Resources & Links.html
019 02-Crash-course-template.ipynb
002 02-Crash-course-template.ipynb
015 Plots with matplotlib_en.srt
016 Density plot_en.srt
013 Functions_en.srt
011 Loops & If statements_en.srt
012 Working with data files_en.srt
008 Arrays_en.srt
009 Vectors & Matrices_en.srt
017 3D Plots_en.srt
007 Lists_en.srt
004 Data types of numbers_en.srt
005 Strings_en.srt
003 Numpy & Basic mathematics_en.srt
010 Dictionaries_en.srt
014 [Solution] Coding Exercise Implement a function with loops.html
015 Plots with matplotlib.mp4
016 Density plot.mp4
017 3D Plots.mp4
008 Arrays.mp4
009 Vectors & Matrices.mp4
013 Functions.mp4
012 Working with data files.mp4
011 Loops & If statements.mp4
007 Lists.mp4
001 Introduction to section Optional Python crash course.mp4
004 Data types of numbers.mp4
003 Numpy & Basic mathematics.mp4
010 Dictionaries.mp4
005 Strings.mp4
018 Crash course recap.mp4
09 - Monte Carlo algorithms
014 09a-MC-pi.ipynb
014 09b-MC-magnet.ipynb
008 Simulating a Metropolis step.mp4
006 [Project] Simulating a magnet - Setting up & plotting the initial state_en.srt
008 Simulating a Metropolis step_en.srt
006 [Project] Simulating a magnet - Setting up & plotting the initial state.mp4
012 Dzyaloshinskii–Moriya interaction giving rise to non-collinear spin textures.mp4
012 Dzyaloshinskii–Moriya interaction giving rise to non-collinear spin textures_en.srt
007 Defining the energy_en.srt
002 09a-MC-pi-template.ipynb
014 09a-MC-pi-template.ipynb
004 Approximating Pi using a Monte Carlo algorithm_en.srt
009 Running the Monte Carlo algorithm_en.srt
010 Improve code using finite temperatures_en.srt
005 Alternative solution and time comparison for approximating Pi_en.srt
003 [Project] Calculating Pi - Explaining the idea_en.srt
011 Implement interaction with a magnetic field_en.srt
002 09b-MC-magnet-template.ipynb
014 09b-MC-magnet-template.ipynb
002 Template files.html
001 Introduction_en.srt
013 Section recap_en.srt
014 Resources & Links.html
007 Defining the energy.mp4
010 Improve code using finite temperatures.mp4
009 Running the Monte Carlo algorithm.mp4
004 Approximating Pi using a Monte Carlo algorithm.mp4
001 Introduction.mp4
011 Implement interaction with a magnetic field.mp4
005 Alternative solution and time comparison for approximating Pi.mp4
003 [Project] Calculating Pi - Explaining the idea.mp4
013 Section recap.mp4
04 - Derivatives
010 [Solution] Calculate velocity and acceleration.mp4
002 figure-04-derivatives.png
009 04b-Exercise-velocity-acceleration-data-file.dat
010 04b-Exercise-velocity-acceleration-data-file.dat
014 04b-Exercise-velocity-acceleration-solution.ipynb
014 figure-04-derivatives.png
014 04b-Exercise-velocity-acceleration-data-file.dat
006 Better accuracy Richardson method.mp4
014 04a-Derivatives.ipynb
009 04b-Exercise-velocity-acceleration.ipynb
010 [Solution] Calculate velocity and acceleration_en.srt
006 Better accuracy Richardson method_en.srt
002 Template file.html
009 Exercise files Calculate velocity and acceleration.html
013 Section recap_en.srt
014 04b-Exercise-velocity-acceleration.ipynb
014 Resources & Links.html
010 04b-Exercise-velocity-acceleration-solution.ipynb
014 04a-Derivatives-template.ipynb
002 04a-Derivatives-template.ipynb
004 Implementation of derivatives in Python_en.srt
008 [Exercise] Calculate velocity and acceleration_en.srt
007 Implementing second derivative_en.srt
011 Multidimensional derivatives Gradient_en.srt
005 Why is the central-differences method better_en.srt
012 Multidimensional derivatives Divergence & curl_en.srt
003 Background Derivatives_en.srt
001 Introduction_en.srt
007 Implementing second derivative.mp4
004 Implementation of derivatives in Python.mp4
005 Why is the central-differences method better.mp4
011 Multidimensional derivatives Gradient.mp4
001 Introduction.mp4
012 Multidimensional derivatives Divergence & curl.mp4
013 Section recap.mp4
008 [Exercise] Calculate velocity and acceleration.mp4
003 Background Derivatives.mp4
08 - Eigenvalue problems
010 [Exercise] Fit three harmonic oscillations to our numerical solution_en.srt
014 08-Eigenvalue-coupled-oscillators.ipynb
002 08-Eigenvalue-coupled-oscillators-template.ipynb
002 figure-08-coupled-oscillators-circle.png
014 figure-08-coupled-oscillators-circle.png
007 [Solution] Write your own routine to calculate the eigenvalues_en.srt
002 figure-08-coupled-oscillators.png
014 figure-08-coupled-oscillators.png
011 [Solution] Fit three harmonic oscillations to our numerical solution_en.srt
011 [Solution] Fit three harmonic oscillations to our numerical solution.mp4
009 Fourier transform Find the characteristic frequencies of the numerical solution_en.srt
014 08-Eigenvalue-coupled-oscillators-template.ipynb
004 Numerical solution of the coupled differential equations_en.srt
012 Generalization to n coupled oscillators_en.srt
003 Three coupled oscillators Equations of motion_en.srt
005 Why is it an eigenvalue problem_en.srt
013 Introduce periodic boundary conditions_en.srt
008 Analyzing the eigenmodes of the three coupled oscillators_en.srt
006 [Exercise] Write your own routine to calculate the eigenvalues_en.srt
001 Introduction_en.srt
014 Resources & Links.html
002 Template file.html
007 [Solution] Write your own routine to calculate the eigenvalues.mp4
009 Fourier transform Find the characteristic frequencies of the numerical solution.mp4
012 Generalization to n coupled oscillators.mp4
004 Numerical solution of the coupled differential equations.mp4
001 Introduction.mp4
003 Three coupled oscillators Equations of motion.mp4
013 Introduce periodic boundary conditions.mp4
005 Why is it an eigenvalue problem.mp4
008 Analyzing the eigenmodes of the three coupled oscillators.mp4
010 [Exercise] Fit three harmonic oscillations to our numerical solution.mp4
006 [Exercise] Write your own routine to calculate the eigenvalues.mp4
03 - Series expansion, interpolation & data fitting
011 [Exercise] (optional) Generalize the procedure for more data points.html
018 03-Interpolation.ipynb
001 Introduction_en.srt
002 Template file.html
016 [Exercise] (optional) Try a different model function of your choice.html
017 Section recap_en.srt
018 Resources & Links.html
010 Perfect interpolation using polynomials - Solving a system of linear equations_en.srt
015 Update the coefficients using gradient descent_en.srt
003 Taylor expansion of exponential function_en.srt
005 Numerically calculating (higher) derivatives_en.srt
014 Calculating the gradient of the error_en.srt
006 Taylor expansion of general function_en.srt
007 Interpolation_en.srt
008 Linear and cubic splines_en.srt
009 Using splines to fit perturbed data_en.srt
018 03-Interpolation-template.ipynb
002 03-Interpolation-template.ipynb
013 Calculating the fitting error_en.srt
004 Taylor expansion of sin function_en.srt
012 Fitting a polynomial model function_en.srt
010 Perfect interpolation using polynomials - Solving a system of linear equations.mp4
015 Update the coefficients using gradient descent.mp4
014 Calculating the gradient of the error.mp4
006 Taylor expansion of general function.mp4
003 Taylor expansion of exponential function.mp4
005 Numerically calculating (higher) derivatives.mp4
009 Using splines to fit perturbed data.mp4
007 Interpolation.mp4
008 Linear and cubic splines.mp4
001 Introduction.mp4
013 Calculating the fitting error.mp4
004 Taylor expansion of sin function.mp4
012 Fitting a polynomial model function.mp4
017 Section recap.mp4
05 - Integrals
002 figure-05-derivation-wire.png
020 Fourier transform_en.srt
002 Template files.html
023 05b-Rotation-geometric-objects.ipynb
016 Calculating the vector potential of a charged wire_en.srt
023 05c-Magnetic-field-wire.ipynb
023 figure-05-derivation-wire.png
002 figure-05-integral.png
023 05a-Basics-integration.ipynb
023 figure-05-integral.png
023 05d-Fourier-transform.ipynb
002 figure-05-hand.svg
023 figure-05-hand.svg
002 05d-Fourier-transform-template.ipynb
023 05d-Fourier-transform-template.ipynb
017 Calculating the magnetic field of a charged wire_en.srt
007 Rotating a stick around one end_en.srt
006 [Project] Rotational energy & Moment of inertia - Start with a point mass_en.srt
011 Rotating a sphere Numerical solution_en.srt
001 Introduction_en.srt
004 Discretizing integrals & Trapezoidal method_en.srt
008 [Exercise] Rotating a stick around the center_en.srt
015 Preparing the arrays_en.srt
010 Rotating a sphere Analytical solution_en.srt
016 Calculating the vector potential of a charged wire.mp4
014 [Project] Magnetic field of a wire - Explaining the problem_en.srt
023 05b-Rotation-geometric-objects-template.ipynb
002 05b-Rotation-geometric-objects-template.ipynb
023 Resources & Links.html
003 Background on integrals_en.srt
005 Improving accuracy Simpson rule and beyond_en.srt
022 Section recap_en.srt
019 Analyzing a periodic signal via Fourier transforms_en.srt
023 05a-Basics-integration-template.ipynb
002 05a-Basics-integration-template.ipynb
018 Quiver plot of the magnetic field_en.srt
013 [Solution] Rotating a spherical shell_en.srt
023 05c-Magnetic-field-wire-template.ipynb
002 05c-Magnetic-field-wire-template.ipynb
009 [Solution] Rotating a stick around the center_en.srt
021 Numpy Fast fourier transform (FFT)_en.srt
012 [Exercise] Rotating a spherical shell_en.srt
007 Rotating a stick around one end.mp4
011 Rotating a sphere Numerical solution.mp4
017 Calculating the magnetic field of a charged wire.mp4
004 Discretizing integrals & Trapezoidal method.mp4
006 [Project] Rotational energy & Moment of inertia - Start with a point mass.mp4
020 Fourier transform.mp4
015 Preparing the arrays.mp4
005 Improving accuracy Simpson rule and beyond.mp4
001 Introduction.mp4
014 [Project] Magnetic field of a wire - Explaining the problem.mp4
003 Background on integrals.mp4
010 Rotating a sphere Analytical solution.mp4
018 Quiver plot of the magnetic field.mp4
013 [Solution] Rotating a spherical shell.mp4
019 Analyzing a periodic signal via Fourier transforms.mp4
009 [Solution] Rotating a stick around the center.mp4
022 Section recap.mp4
012 [Exercise] Rotating a spherical shell.mp4
021 Numpy Fast fourier transform (FFT).mp4
008 [Exercise] Rotating a stick around the center.mp4
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