Udemy - Computational Physics Scientific Programming with Python

1. 01 - Python installation via Anaconda & Alternatives/002 Structure & Overview of this course.mp434.57MB
2. 01 - Python installation via Anaconda & Alternatives/003 Installing Python via Anaconda for free.mp440.37MB
3. 01 - Python installation via Anaconda & Alternatives/004 Jupyter notebook - Our tool of choice.mp420.95MB
4. 01 - Python installation via Anaconda & Alternatives/005 Style your notebook.mp418.24MB
5. 01 - Python installation via Anaconda & Alternatives/006 HOW TO use this course.mp428.57MB
6. 01 - Python installation via Anaconda & Alternatives/009 (optional) Style sheets for your notebook.mp445.19MB
7. 01 - Python installation via Anaconda & Alternatives/010 (optional) Alternative development environments For large projects - PyCharm.mp431.51MB
8. 01 - Python installation via Anaconda & Alternatives/011 (optional) Alternative development environments Allrounder - Visual Studio Code.mp427.26MB
9. 01 - Python installation via Anaconda & Alternatives/012 (optional) Environments & Updates.mp416.41MB
10. 02 - [Optional] Python Crash Course/001 Introduction to section Optional Python crash course.mp432.58MB
11. 02 - [Optional] Python Crash Course/003 Numpy & Basic mathematics.mp423.37MB
12. 02 - [Optional] Python Crash Course/004 Data types of numbers.mp426.88MB
13. 02 - [Optional] Python Crash Course/005 Strings.mp411.84MB
14. 02 - [Optional] Python Crash Course/007 Lists.mp433.18MB
15. 02 - [Optional] Python Crash Course/008 Arrays.mp447.43MB
16. 02 - [Optional] Python Crash Course/009 Vectors & Matrices.mp443.22MB
17. 02 - [Optional] Python Crash Course/010 Dictionaries.mp422.84MB
18. 02 - [Optional] Python Crash Course/011 Loops & If statements.mp437.4MB
19. 02 - [Optional] Python Crash Course/012 Working with data files.mp441.43MB
20. 02 - [Optional] Python Crash Course/013 Functions.mp442.14MB
21. 02 - [Optional] Python Crash Course/015 Plots with matplotlib.mp468MB
22. 02 - [Optional] Python Crash Course/016 Density plot.mp457.15MB
23. 02 - [Optional] Python Crash Course/017 3D Plots.mp449.45MB
24. 02 - [Optional] Python Crash Course/018 Crash course recap.mp49.13MB
25. 03 - Series expansion, interpolation & data fitting/001 Introduction.mp433.17MB
26. 03 - Series expansion, interpolation & data fitting/003 Taylor expansion of exponential function.mp449.13MB
27. 03 - Series expansion, interpolation & data fitting/004 Taylor expansion of sin function.mp430.42MB
28. 03 - Series expansion, interpolation & data fitting/005 Numerically calculating (higher) derivatives.mp448.94MB
29. 03 - Series expansion, interpolation & data fitting/006 Taylor expansion of general function.mp456.94MB
30. 03 - Series expansion, interpolation & data fitting/007 Interpolation.mp436.69MB
31. 03 - Series expansion, interpolation & data fitting/008 Linear and cubic splines.mp436.49MB
32. 03 - Series expansion, interpolation & data fitting/009 Using splines to fit perturbed data.mp439.64MB
33. 03 - Series expansion, interpolation & data fitting/010 Perfect interpolation using polynomials - Solving a system of linear equations.mp481.09MB
34. 03 - Series expansion, interpolation & data fitting/012 Fitting a polynomial model function.mp423.2MB
35. 03 - Series expansion, interpolation & data fitting/013 Calculating the fitting error.mp432.2MB
36. 03 - Series expansion, interpolation & data fitting/014 Calculating the gradient of the error.mp459.07MB
37. 03 - Series expansion, interpolation & data fitting/015 Update the coefficients using gradient descent.mp467.74MB
38. 03 - Series expansion, interpolation & data fitting/017 Section recap.mp415.32MB
39. 04 - Derivatives/001 Introduction.mp448.16MB
40. 04 - Derivatives/003 Background Derivatives.mp416.72MB
41. 04 - Derivatives/004 Implementation of derivatives in Python.mp459.14MB
42. 04 - Derivatives/005 Why is the central-differences method better.mp451.37MB
43. 04 - Derivatives/006 Better accuracy Richardson method.mp4108.95MB
44. 04 - Derivatives/007 Implementing second derivative.mp465.96MB
45. 04 - Derivatives/008 [Exercise] Calculate velocity and acceleration.mp416.95MB
46. 04 - Derivatives/009 04b-Exercise-velocity-acceleration-data-file.dat28.3KB
47. 04 - Derivatives/010 04b-Exercise-velocity-acceleration-data-file.dat28.3KB
48. 04 - Derivatives/010 [Solution] Calculate velocity and acceleration.mp4123.86MB
49. 04 - Derivatives/011 Multidimensional derivatives Gradient.mp449.1MB
50. 04 - Derivatives/012 Multidimensional derivatives Divergence & curl.mp437.67MB
51. 04 - Derivatives/013 Section recap.mp429.49MB
52. 04 - Derivatives/014 04b-Exercise-velocity-acceleration-data-file.dat28.3KB
53. 05 - Integrals/001 Introduction.mp441.92MB
54. 05 - Integrals/003 Background on integrals.mp435.86MB
55. 05 - Integrals/004 Discretizing integrals & Trapezoidal method.mp463.05MB
56. 05 - Integrals/005 Improving accuracy Simpson rule and beyond.mp444.34MB
57. 05 - Integrals/006 [Project] Rotational energy & Moment of inertia - Start with a point mass.mp462.88MB
58. 05 - Integrals/007 Rotating a stick around one end.mp471.82MB
59. 05 - Integrals/008 [Exercise] Rotating a stick around the center.mp49.73MB
60. 05 - Integrals/009 [Solution] Rotating a stick around the center.mp418MB
61. 05 - Integrals/010 Rotating a sphere Analytical solution.mp434.73MB
62. 05 - Integrals/011 Rotating a sphere Numerical solution.mp467.57MB
63. 05 - Integrals/012 [Exercise] Rotating a spherical shell.mp413.56MB
64. 05 - Integrals/013 [Solution] Rotating a spherical shell.mp429.32MB
65. 05 - Integrals/014 [Project] Magnetic field of a wire - Explaining the problem.mp435.9MB
66. 05 - Integrals/015 Preparing the arrays.mp448.81MB
67. 05 - Integrals/016 Calculating the vector potential of a charged wire.mp486.66MB
68. 05 - Integrals/017 Calculating the magnetic field of a charged wire.mp463.65MB
69. 05 - Integrals/018 Quiver plot of the magnetic field.mp433.63MB
70. 05 - Integrals/019 Analyzing a periodic signal via Fourier transforms.mp420.9MB
71. 05 - Integrals/020 Fourier transform.mp450.43MB
72. 05 - Integrals/021 Numpy Fast fourier transform (FFT).mp413.16MB
73. 05 - Integrals/022 Section recap.mp417.69MB
74. 06 - Differential equations I Basics and 1-dimensional problems/001 Introduction.mp437.01MB
75. 06 - Differential equations I Basics and 1-dimensional problems/003 Background Euler method.mp417.44MB
76. 06 - Differential equations I Basics and 1-dimensional problems/004 Example 1 Radioactive decay.mp448.65MB
77. 06 - Differential equations I Basics and 1-dimensional problems/005 Defining a general function for the Euler method.mp445.08MB
78. 06 - Differential equations I Basics and 1-dimensional problems/006 Example 2 Time-amplified radioactive decay.mp433.47MB
79. 06 - Differential equations I Basics and 1-dimensional problems/007 Higher-order differential equations.mp438.35MB
80. 06 - Differential equations I Basics and 1-dimensional problems/008 Example 3 Free fall.mp430.36MB
81. 06 - Differential equations I Basics and 1-dimensional problems/009 Example 4 Pendulum.mp439.75MB
82. 06 - Differential equations I Basics and 1-dimensional problems/010 Accurate solution of the pendulum.mp424.62MB
83. 06 - Differential equations I Basics and 1-dimensional problems/011 Adding damping and driving forces.mp441.09MB
84. 06 - Differential equations I Basics and 1-dimensional problems/012 Improvement Use the SciPy function solve_ivp.mp453.31MB
85. 06 - Differential equations I Basics and 1-dimensional problems/013 Higher-order differential equations with solve_ivp.mp437.88MB
86. 06 - Differential equations I Basics and 1-dimensional problems/014 Compare different methods for solving differential equations.mp478.23MB
87. 06 - Differential equations I Basics and 1-dimensional problems/015 Implementation of Runge Kutta 4th order method.mp463.68MB
88. 06 - Differential equations I Basics and 1-dimensional problems/016 Implementation of RK45.mp436.28MB
89. 06 - Differential equations I Basics and 1-dimensional problems/017 Comparison of our three methods to solve differential equations.mp452.35MB
90. 06 - Differential equations I Basics and 1-dimensional problems/018 Section recap.mp415.13MB
91. 07 - Differential equations II Multiple dimensions/001 Introduction.mp446.4MB
92. 07 - Differential equations II Multiple dimensions/003 [Project] Simulating a rolling ball - Two decoupled oscillators.mp433.97MB
93. 07 - Differential equations II Multiple dimensions/004 Solving the differential equation of a rolling ball.mp469.61MB
94. 07 - Differential equations II Multiple dimensions/005 Different starting conditions & external forces acting on the ball.mp444.68MB
95. 07 - Differential equations II Multiple dimensions/006 [Project] Chaos & Lorenz systems - Explanation of the differential equation.mp411.52MB
96. 07 - Differential equations II Multiple dimensions/007 Solving the Lorenz differential equation for the chaotic case.mp468.93MB
97. 07 - Differential equations II Multiple dimensions/008 Solving the Lorenz differential equation for the non-chaotic case.mp424.35MB
98. 07 - Differential equations II Multiple dimensions/009 [Project] Heat equation - Explanation of the differential equation.mp430.32MB
99. 07 - Differential equations II Multiple dimensions/010 Solving the heat equation in one dimension.mp475.29MB
100. 07 - Differential equations II Multiple dimensions/011 Solving the heat equation in two dimensions.mp4112.56MB
101. 07 - Differential equations II Multiple dimensions/012 [Project] 3-body problem Coupled differential equations for sun, earth & moon.mp429.33MB
102. 07 - Differential equations II Multiple dimensions/013 Coding the differential equations for sun, earth & moon.mp458.07MB
103. 07 - Differential equations II Multiple dimensions/014 Solving the differential equations for sun, earth & moon (3-body problem).mp433.25MB
104. 07 - Differential equations II Multiple dimensions/015 Analyzing the orbital motion of earth & moon.mp482.43MB
105. 07 - Differential equations II Multiple dimensions/016 Comment on inclination of the moon.mp48.89MB
106. 07 - Differential equations II Multiple dimensions/017 [Project] Rocketship - Coding & Solving the differential equations.mp449.89MB
107. 07 - Differential equations II Multiple dimensions/018 Changing starting velocity Elliptical orbit around earth.mp444.97MB
108. 07 - Differential equations II Multiple dimensions/019 Simulating earth escape.mp454.5MB
109. 07 - Differential equations II Multiple dimensions/020 Simulating a moon encounter.mp430.52MB
110. 07 - Differential equations II Multiple dimensions/021 Brake maneuver to reach moon orbit.mp487.79MB
111. 07 - Differential equations II Multiple dimensions/022 Section recap.mp416.27MB
112. 08 - Eigenvalue problems/001 Introduction.mp435.48MB
113. 08 - Eigenvalue problems/003 Three coupled oscillators Equations of motion.mp431.16MB
114. 08 - Eigenvalue problems/004 Numerical solution of the coupled differential equations.mp452.66MB
115. 08 - Eigenvalue problems/005 Why is it an eigenvalue problem.mp427.83MB
116. 08 - Eigenvalue problems/006 [Exercise] Write your own routine to calculate the eigenvalues.mp411.26MB
117. 08 - Eigenvalue problems/007 [Solution] Write your own routine to calculate the eigenvalues.mp480.37MB
118. 08 - Eigenvalue problems/008 Analyzing the eigenmodes of the three coupled oscillators.mp425.31MB
119. 08 - Eigenvalue problems/009 Fourier transform Find the characteristic frequencies of the numerical solution.mp472.76MB
120. 08 - Eigenvalue problems/010 [Exercise] Fit three harmonic oscillations to our numerical solution.mp420.24MB
121. 08 - Eigenvalue problems/011 [Solution] Fit three harmonic oscillations to our numerical solution.mp494MB
122. 08 - Eigenvalue problems/012 Generalization to n coupled oscillators.mp462.03MB
123. 08 - Eigenvalue problems/013 Introduce periodic boundary conditions.mp429.52MB
124. 09 - Monte Carlo algorithms/001 Introduction.mp450.57MB
125. 09 - Monte Carlo algorithms/003 [Project] Calculating Pi - Explaining the idea.mp424.89MB
126. 09 - Monte Carlo algorithms/004 Approximating Pi using a Monte Carlo algorithm.mp461.24MB
127. 09 - Monte Carlo algorithms/005 Alternative solution and time comparison for approximating Pi.mp440.52MB
128. 09 - Monte Carlo algorithms/006 [Project] Simulating a magnet - Setting up & plotting the initial state.mp498.33MB
129. 09 - Monte Carlo algorithms/007 Defining the energy.mp479.19MB
130. 09 - Monte Carlo algorithms/008 Simulating a Metropolis step.mp4116.38MB
131. 09 - Monte Carlo algorithms/009 Running the Monte Carlo algorithm.mp461.33MB
132. 09 - Monte Carlo algorithms/010 Improve code using finite temperatures.mp465.68MB
133. 09 - Monte Carlo algorithms/011 Implement interaction with a magnetic field.mp443.45MB
134. 09 - Monte Carlo algorithms/012 Dzyaloshinskii–Moriya interaction giving rise to non-collinear spin textures.mp496MB
135. 09 - Monte Carlo algorithms/013 Section recap.mp422.96MB
136. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/001 Introduction.mp426.31MB
137. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/004 Finding the first solution via the shooting method.mp433.66MB
138. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/005 Determining & Discussing the eigensystem of the particle in a box.mp490.85MB
139. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/007 Adapting our notebook to the new potential.mp433.51MB
140. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/008 Determining & Discussing the eigensystem of the quantum harmonic oscillator.mp493.61MB
141. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/010 Use Mathematica to solve the problem with only a few lines of code.mp418.1MB
142. 10 - [Add On] Quantum mechanics Solving the Schrödinger equation/011 Section recap.mp420.23MB
143. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/001 Introduction.mp439.37MB
144. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/003 From free electrons to band structures.mp4122.58MB
145. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/004 Plotting a graphene lattice.mp473.01MB
146. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/005 Band structure of graphene.mp4136.54MB
147. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/006 Dirac points and massless electrons.mp432.27MB
148. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/007 Plotting a graphene nanoribbon.mp485.4MB
149. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/008 Band structure of a graphene nanoribbon.mp4113.02MB
150. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/009 Applying magnetic field Landau quantization & Quantum Hall effect.mp4127.59MB
151. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/010 Moire lattice of twisted bilayers of graphene.mp447.94MB
152. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/011 Section recap.mp422.64MB
153. 11 - [Add on] Nobel prize lecture Electronic properties of graphene/013 THANK YOU & GOODBYE!.mp413.89MB