6.87 GB | 23min 20s | mp4 | 1280X720  | 16:9
Genre:eLearning |Language:English

Files Included :
002 Structure & Overview of this course.mp4 (34.57 MB)
003 Installing Python via Anaconda for free.mp4 (40.37 MB)
004 Jupyter notebook - Our tool of choice.mp4 (20.95 MB)
005 Style your notebook.mp4 (18.24 MB)
006 HOW TO use this course.mp4 (28.57 MB)
009 (optional) Style sheets for your notebook.mp4 (45.19 MB)
010 (optional) Alternative development environments For large projects - PyCharm.mp4 (31.51 MB)
011 (optional) Alternative development environments Allrounder - Visual Studio Code.mp4 (27.26 MB)
012 (optional) Environments & Updates.mp4 (16.41 MB)
001 Introduction to section Optional Python crash course.mp4 (32.58 MB)
003 Numpy & Basic mathematics.mp4 (23.37 MB)
004 Data types of numbers.mp4 (26.88 MB)
005 Strings.mp4 (11.84 MB)
007 Lists.mp4 (33.18 MB)
008 Arrays.mp4 (47.43 MB)
009 Vectors & Matrices.mp4 (43.22 MB)
010 Dictionaries.mp4 (22.84 MB)
011 Loops & If statements.mp4 (37.4 MB)
012 Working with data files.mp4 (41.43 MB)
013 Functions.mp4 (42.14 MB)
015 Plots with matplotlib.mp4 (68 MB)
016 Density plot.mp4 (57.15 MB)
017 3D Plots.mp4 (49.45 MB)
018 Crash course recap.mp4 (9.13 MB)
001 Introduction.mp4 (33.17 MB)
003 Taylor expansion of exponential function.mp4 (49.13 MB)
004 Taylor expansion of sin function.mp4 (30.42 MB)
005 Numerically calculating (higher) derivatives.mp4 (48.94 MB)
006 Taylor expansion of general function.mp4 (56.94 MB)
007 Interpolation.mp4 (36.69 MB)
008 Linear and cubic splines.mp4 (36.49 MB)
009 Using splines to fit perturbed data.mp4 (39.64 MB)
010 Perfect interpolation using polynomials - Solving a system of linear equations.mp4 (81.09 MB)
012 Fitting a polynomial model function.mp4 (23.2 MB)
013 Calculating the fitting error.mp4 (32.2 MB)
014 Calculating the gradient of the error.mp4 (59.07 MB)
015 Update the coefficients using gradient descent.mp4 (67.74 MB)
017 Section recap.mp4 (15.32 MB)
001 Introduction.mp4 (48.16 MB)
003 Background Derivatives.mp4 (16.72 MB)
004 Implementation of derivatives in Python.mp4 (59.14 MB)
005 Why is the central-differences method better.mp4 (51.37 MB)
006 Better accuracy Richardson method.mp4 (108.95 MB)
007 Implementing second derivative.mp4 (65.96 MB)
008 [Exercise] Calculate velocity and acceleration.mp4 (16.95 MB)
010 [Solution] Calculate velocity and acceleration.mp4 (123.86 MB)
011 Multidimensional derivatives Gradient.mp4 (49.1 MB)
012 Multidimensional derivatives Divergence & curl.mp4 (37.67 MB)
013 Section recap.mp4 (29.49 MB)
001 Introduction.mp4 (41.92 MB)
003 Background on integrals.mp4 (35.86 MB)
004 Discretizing integrals & Trapezoidal method.mp4 (63.05 MB)
005 Improving accuracy Simpson rule and beyond.mp4 (44.34 MB)
006 [Project] Rotational energy & Moment of inertia - Start with a point mass.mp4 (62.88 MB)
007 Rotating a stick around one end.mp4 (71.82 MB)
008 [Exercise] Rotating a stick around the center.mp4 (9.73 MB)
009 [Solution] Rotating a stick around the center.mp4 (18 MB)
010 Rotating a sphere Analytical solution.mp4 (34.73 MB)
011 Rotating a sphere Numerical solution.mp4 (67.57 MB)
012 [Exercise] Rotating a spherical shell.mp4 (13.56 MB)
013 [Solution] Rotating a spherical shell.mp4 (29.32 MB)
014 [Project] Magnetic field of a wire - Explaining the problem.mp4 (35.9 MB)
015 Preparing the arrays.mp4 (48.81 MB)
016 Calculating the vector potential of a charged wire.mp4 (86.66 MB)
017 Calculating the magnetic field of a charged wire.mp4 (63.65 MB)
018 Quiver plot of the magnetic field.mp4 (33.63 MB)
019 Analyzing a periodic signal via Fourier transforms.mp4 (20.9 MB)
020 Fourier transform.mp4 (50.43 MB)
021 Numpy Fast fourier transform (FFT).mp4 (13.16 MB)
022 Section recap.mp4 (17.69 MB)
001 Introduction.mp4 (37.01 MB)
003 Background Euler method.mp4 (17.44 MB)
004 Example 1 Radioactive decay.mp4 (48.65 MB)
005 Defining a general function for the Euler method.mp4 (45.08 MB)
006 Example 2 Time-amplified radioactive decay.mp4 (33.47 MB)
007 Higher-order differential equations.mp4 (38.35 MB)
008 Example 3 Free fall.mp4 (30.36 MB)
009 Example 4 Pendulum.mp4 (39.75 MB)
010 Accurate solution of the pendulum.mp4 (24.62 MB)
011 Adding damping and driving forces.mp4 (41.09 MB)
012 Improvement Use the SciPy function solve ivp.mp4 (53.31 MB)
013 Higher-order differential equations with solve ivp.mp4 (37.88 MB)
014 Compare different methods for solving differential equations.mp4 (78.23 MB)
015 Implementation of Runge Kutta 4th order method.mp4 (63.68 MB)
016 Implementation of RK45.mp4 (36.28 MB)
017 Comparison of our three methods to solve differential equations.mp4 (52.35 MB)
018 Section recap.mp4 (15.13 MB)
001 Introduction.mp4 (46.4 MB)
003 [Project] Simulating a rolling ball - Two decoupled oscillators.mp4 (33.97 MB)
004 Solving the differential equation of a rolling ball.mp4 (69.61 MB)
005 Different starting conditions & external forces acting on the ball.mp4 (44.68 MB)
006 [Project] Chaos & Lorenz systems - Explanation of the differential equation.mp4 (11.52 MB)
007 Solving the Lorenz differential equation for the chaotic case.mp4 (68.93 MB)
008 Solving the Lorenz differential equation for the non-chaotic case.mp4 (24.35 MB)
009 [Project] Heat equation - Explanation of the differential equation.mp4 (30.32 MB)
010 Solving the heat equation in one dimension.mp4 (75.29 MB)
011 Solving the heat equation in two dimensions.mp4 (112.56 MB)
012 [Project] 3-body problem Coupled differential equations for sun, earth & moon.mp4 (29.33 MB)
013 Coding the differential equations for sun, earth & moon.mp4 (58.07 MB)
014 Solving the differential equations for sun, earth & moon.mp4 (33.25 MB)
015 Analyzing the orbital motion of earth & moon.mp4 (82.43 MB)
016 Comment on inclination of the moon.mp4 (8.89 MB)
017 [Project] Rocketship - Coding & Solving the differential equations.mp4 (49.89 MB)
018 Changing starting velocity Elliptical orbit around earth.mp4 (44.97 MB)
019 Simulating earth escape.mp4 (54.5 MB)
020 Simulating a moon encounter.mp4 (30.52 MB)
021 Brake maneuver to reach moon orbit.mp4 (87.79 MB)
022 Section recap.mp4 (16.27 MB)
001 Introduction.mp4 (35.48 MB)
003 Three coupled oscillators Equations of motion.mp4 (31.16 MB)
004 Numerical solution of the coupled differential equations.mp4 (52.66 MB)
005 Why is it an eigenvalue problem.mp4 (27.83 MB)
006 [Exercise] Write your own routine to calculate the eigenvalues.mp4 (11.26 MB)
007 [Solution] Write your own routine to calculate the eigenvalues.mp4 (80.37 MB)
008 Analyzing the eigenmodes of the three coupled oscillators.mp4 (25.31 MB)
009 Fourier transform Find the characteristic frequencies of the numerical solution.mp4 (72.76 MB)
010 [Exercise] Fit three harmonic oscillations to our numerical solution.mp4 (20.24 MB)
011 [Solution] Fit three harmonic oscillations to our numerical solution.mp4 (94 MB)
012 Generalization to n coupled oscillators.mp4 (62.03 MB)
013 Introduce periodic boundary conditions.mp4 (29.52 MB)
001 Introduction.mp4 (50.57 MB)
003 [Project] Calculating Pi - Explaining the idea.mp4 (24.89 MB)
004 Approximating Pi using a Monte Carlo algorithm.mp4 (61.24 MB)
005 Alternative solution and time comparison for approximating Pi.mp4 (40.52 MB)
006 [Project] Simulating a magnet - Setting up & plotting the initial state.mp4 (98.33 MB)
007 Defining the energy.mp4 (79.19 MB)
008 Simulating a Metropolis step.mp4 (116.38 MB)
009 Running the Monte Carlo algorithm.mp4 (61.33 MB)
010 Improve code using finite temperatures.mp4 (65.68 MB)
011 Implement interaction with a magnetic field.mp4 (43.45 MB)
012 Dzyaloshinskii-Moriya interaction giving rise to non-collinear spin textures.mp4 (96 MB)
013 Section recap.mp4 (22.96 MB)
001 Introduction.mp4 (26.31 MB)
004 Finding the first solution via the shooting method.mp4 (33.66 MB)
005 Determining & Discussing the eigensystem of the particle in a box.mp4 (90.85 MB)
007 Adapting our notebook to the new potential.mp4 (33.51 MB)
008 Determining & Discussing the eigensystem of the quantum harmonic oscillator.mp4 (93.61 MB)
010 Use Mathematica to solve the problem with only a few lines of code.mp4 (18.1 MB)
011 Section recap.mp4 (20.23 MB)
001 Introduction.mp4 (39.37 MB)
003 From free electrons to band structures.mp4 (122.58 MB)
004 Plotting a graphene lattice.mp4 (73.01 MB)
005 Band structure of graphene.mp4 (136.54 MB)
006 Dirac points and massless electrons.mp4 (32.27 MB)
007 Plotting a graphene nanoribbon.mp4 (85.4 MB)
008 Band structure of a graphene nanoribbon.mp4 (113.02 MB)
009 Applying magnetic field Landau quantization & Quantum Hall effect.mp4 (127.59 MB)
010 Moire lattice of twisted bilayers of graphene.mp4 (47.94 MB)
011 Section recap.mp4 (22.64 MB)
013 THANK YOU & GOODBYE!.mp4 (13.89 MB)]
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