Computational Physics

  1. Data Analysis and Visualization
    1. Data Management
      1. File Formats
        1. Data Storage
          1. Data Preprocessing
            1. Large Dataset Handling
            2. Statistical Analysis
              1. Descriptive Statistics
                1. Hypothesis Testing
                  1. Regression Analysis
                    1. Time Series Analysis
                    2. Curve Fitting
                      1. Linear Least Squares
                        1. Nonlinear Least Squares
                          1. Polynomial Fitting
                            1. Robust Fitting
                            2. Interpolation and Approximation
                              1. Polynomial Interpolation
                                1. Spline Interpolation
                                  1. Rational Function Approximation
                                    1. Trigonometric Interpolation
                                    2. Fourier Analysis
                                      1. Discrete Fourier Transform
                                        1. Fast Fourier Transform
                                          1. Power Spectral Density
                                            1. Windowing Functions
                                              1. Filtering
                                              2. Visualization Techniques
                                                1. 2D Plotting
                                                  1. 3D Visualization
                                                    1. Contour Plots
                                                      1. Vector Field Plots
                                                        1. Animation
                                                          1. Interactive Visualization

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                                                        13. Molecular Dynamics

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                                                        15. Applications in Classical Mechanics