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| TutsNode.com.txt | 63.00 B |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/01 - Introduction/001 Introduction.mp4 | 13.60 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/01 - Introduction/001 Introduction_en.vtt | 2.44 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/001 Floating point numbers.mp4 | 24.48 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/001 Floating point numbers_en.vtt | 9.14 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/002 Precision and accuracy.mp4 | 9.44 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/002 Precision and accuracy_en.vtt | 3.46 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/003 Rounding errors.mp4 | 14.12 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/003 Rounding errors_en.vtt | 4.65 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/004 Speed consideration - C, Java and Python.mp4 | 27.51 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/02 - ### NUMERICAL METHODS ###/004 Speed consideration - C, Java and Python_en.vtt | 7.64 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/001 Matrix multiplication introduction.mp4 | 12.46 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/001 Matrix multiplication introduction_en.vtt | 5.06 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/002 Matrix multiplication implementation.mp4 | 20.57 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/002 Matrix multiplication implementation_en.vtt | 6.41 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/002 MatrixMultiplication.py | 496.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/003 Running time analysis of matrix multiplication.mp4 | 27.04 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/003 Running time analysis of matrix multiplication_en.vtt | 5.56 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/004 Matrix vector multiplication.mp4 | 13.41 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/004 Matrix vector multiplication_en.vtt | 4.65 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/004 MatrixVectorMultiplication.py | 423.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/005 Inner product.mp4 | 16.56 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/005 Inner product_en.vtt | 4.86 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/005 InnerProduct.py | 386.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/006 Lists and NumPy arrays.mp4 | 19.40 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/006 Lists and NumPy arrays_en.vtt | 5.14 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/007 Matrix operations with NumPy.mp4 | 13.69 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/03 - Linear Algebra/007 Matrix operations with NumPy_en.vtt | 4.54 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/001 What is Gaussian elimination.mp4 | 16.82 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/001 What is Gaussian elimination_en.vtt | 6.82 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/002 Gaussian elimination illustration.mp4 | 13.62 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/002 Gaussian elimination illustration_en.vtt | 7.85 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/003 What is pivoting.mp4 | 19.76 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/003 What is pivoting_en.vtt | 7.25 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/004 Gaussian elimination and singular matrixes.mp4 | 8.69 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/004 Gaussian elimination and singular matrixes_en.vtt | 4.01 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/04 - Linear Systems and Gaussian Elimination/005 Mathematical formulation of Gaussian elimination.html | 345.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/05 - Gauss Elimination Implementation/001 Gaussian elimination implementation I.mp4 | 35.67 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/05 - Gauss Elimination Implementation/001 Gaussian elimination implementation I_en.vtt | 11.52 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/05 - Gauss Elimination Implementation/002 GaussElimination.py | 838.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/05 - Gauss Elimination Implementation/002 Gaussian elimination implementation II.mp4 | 29.57 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/05 - Gauss Elimination Implementation/002 Gaussian elimination implementation II_en.vtt | 8.01 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/06 - #1 Challenge - Portfolio Optimization/001 Portfolio optimization introduction.mp4 | 13.13 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/06 - #1 Challenge - Portfolio Optimization/001 Portfolio optimization introduction_en.vtt | 4.03 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/06 - #1 Challenge - Portfolio Optimization/002 Portfolio optimization implementation.mp4 | 13.84 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/06 - #1 Challenge - Portfolio Optimization/002 Portfolio optimization implementation_en.vtt | 3.01 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/001 What are eigenvalues and eigenvectors.mp4 | 14.38 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/001 What are eigenvalues and eigenvectors_en.vtt | 5.95 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/002 Eigenvalues and eigenvectors implementation.mp4 | 10.84 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/002 Eigenvalues and eigenvectors implementation_en.vtt | 3.51 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/003 Applications of eigenvectors in machine learning.mp4 | 10.65 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/003 Applications of eigenvectors in machine learning_en.vtt | 2.22 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/07 - Eigenvalues And Eigenvectors/004 Mathematical formulation of eigenvectors.html | 261.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/001 Graph representation of the WWW.mp4 | 25.06 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/001 Graph representation of the WWW_en.vtt | 6.51 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/002 Crawling the web with breadth-first search.mp4 | 25.88 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/002 Crawling the web with breadth-first search_en.vtt | 8.30 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/003 The original formula.mp4 | 17.78 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/003 The original formula_en.vtt | 6.69 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/004 PageRank algorithm example.mp4 | 24.94 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/004 PageRank algorithm example_en.vtt | 11.20 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/005 Matrix representation of the problem.mp4 | 29.07 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/005 Matrix representation of the problem_en.vtt | 9.77 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/006 The random surfer model.mp4 | 18.81 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/006 The random surfer model_en.vtt | 5.66 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/007 What are the problems with the random surfer model.mp4 | 12.26 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/007 What are the problems with the random surfer model_en.vtt | 4.08 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/008 PageRank algorithm - the final formula.mp4 | 37.74 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/008 PageRank algorithm - the final formula_en.vtt | 8.93 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/009 Power method.mp4 | 21.32 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/009 Power method_en.vtt | 6.30 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/08 - #2 Challenge - Google's PageRank Algorithm/010 Original scientific paper of PageRank algorithm.html | 254.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/001 What is interpolation.mp4 | 38.72 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/001 What is interpolation_en.vtt | 10.79 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/002 Interpolation illustration.mp4 | 15.11 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/002 Interpolation illustration_en.vtt | 6.65 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/003 Interpolation implementation I.mp4 | 26.13 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/003 Interpolation implementation I_en.vtt | 7.22 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/004 Interpolation implementation II.mp4 | 30.85 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/004 Interpolation implementation II_en.vtt | 5.50 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/004 LagrangeInterpolation.py | 2.12 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/005 Applications of interpolation.mp4 | 8.61 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/005 Applications of interpolation_en.vtt | 2.90 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/09 - Interpolation/006 Mathematical formulation of interpolation.html | 265.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/001 Root of functions introduction.mp4 | 12.28 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/001 Root of functions introduction_en.vtt | 4.06 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/002 Bisection method introduction.mp4 | 10.17 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/002 Bisection method introduction_en.vtt | 4.78 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/003 Bisection method implementation.mp4 | 24.12 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/003 Bisection method implementation_en.vtt | 6.44 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/003 BisectionMethod.py | 360.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/004 Newton method introduction.mp4 | 16.40 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/004 Newton method introduction_en.vtt | 5.28 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/005 Newton method implementation.mp4 | 15.79 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/005 Newton method implementation_en.vtt | 4.70 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/005 NewtonRaphsonMethod.py | 294.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/10 - Root Finding/006 Mathematical formulation of root finding.html | 271.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/001 Integration introduction.mp4 | 10.91 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/001 Integration introduction_en.vtt | 3.81 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/002 Rectangle method introduction.mp4 | 18.05 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/002 Rectangle method introduction_en.vtt | 5.92 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/003 Rectangle method implementation.mp4 | 22.38 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/003 Rectangle method implementation_en.vtt | 6.82 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/003 RectangleIntegral.py | 376.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/004 Trapezoidal integral introduction.mp4 | 19.06 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/004 Trapezoidal integral introduction_en.vtt | 7.74 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/005 Trapezoidal integral implementation.mp4 | 17.61 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/005 Trapezoidal integral implementation_en.vtt | 5.33 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/005 TrapezoidalIntegral.py | 468.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/006 Simpson's method introduction.mp4 | 11.99 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/006 Simpson's method introduction_en.vtt | 5.64 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/007 Simpson's method implementation.mp4 | 20.56 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/007 Simpson's method implementation_en.vtt | 5.99 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/007 SimpsonMethod.py | 511.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/11 - Numerical Integration/008 Mathematical formulation of numerical integration.html | 245.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/001 What is the Monte-Carlo method.mp4 | 30.11 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/001 What is the Monte-Carlo method_en.vtt | 8.15 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/002 Monte-Carlo integral implementation I.mp4 | 39.77 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/002 Monte-Carlo integral implementation I_en.vtt | 9.51 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/002 MonteCarloIntegral.py | 1.15 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/003 Monte-Carlo integral implementation II.mp4 | 24.52 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/003 Monte-Carlo integral implementation II_en.vtt | 5.00 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/003 MonteCarloIntegral2.py | 676.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/004 Applications of Monte-Carlo simulations in finance.mp4 | 14.29 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/12 - #3 Challenge - Monte-Carlo Integration/004 Applications of Monte-Carlo simulations in finance_en.vtt | 3.29 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/001 How to deal with differential equations.mp4 | 24.50 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/001 How to deal with differential equations_en.vtt | 9.79 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/002 Euler's method introduction.mp4 | 12.94 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/002 Euler's method introduction_en.vtt | 7.02 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/003 Euler's method example.mp4 | 19.65 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/003 Euler's method example_en.vtt | 6.06 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/003 EulerMethodExample1.py | 449.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/004 Euler's method example - pendulum.mp4 | 34.00 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/004 Euler's method example - pendulum_en.vtt | 12.94 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/004 EulerMethodExample2.py | 421.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/005 Euler's method example - pendulum with drag.mp4 | 16.15 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/005 Euler's method example - pendulum with drag_en.vtt | 4.67 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/006 Runge-Kutta method introduction.mp4 | 14.24 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/006 Runge-Kutta method introduction_en.vtt | 5.03 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/007 Runge-Kutta method example I.mp4 | 24.49 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/007 Runge-Kutta method example I_en.vtt | 6.92 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/007 RungeKuttaExample1.py | 648.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/008 Runge-Kutta method example II.mp4 | 22.20 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/008 Runge-Kutta method example II_en.vtt | 4.88 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/008 RungeKuttaExample2.py | 663.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/13 - Differential Equations/009 Mathematical formulation of numerical differentiation.html | 251.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/001 What is gradient descent.mp4 | 27.80 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/001 What is gradient descent_en.vtt | 7.90 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/002 Gradient descent implementation.mp4 | 47.54 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/002 Gradient descent implementation_en.vtt | 11.30 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/002 GradientDescent.py | 1.26 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/003 Gradient descent with momentum.mp4 | 20.02 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/003 Gradient descent with momentum_en.vtt | 4.71 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/004 Stochastic gradient descent introduction.mp4 | 36.45 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/004 Stochastic gradient descent introduction_en.vtt | 11.84 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/005 Stochastic gradient descent implementation I.mp4 | 105.86 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/005 Stochastic gradient descent implementation I_en.vtt | 24.44 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/005 StochasticGradientDescent.py | 1.93 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/006 Stochastic gradient descent implementation II.mp4 | 41.23 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/006 Stochastic gradient descent implementation II_en.vtt | 6.37 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/006 StochasticGradientDescentRegression.py | 2.17 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/007 What is ADAGrad.mp4 | 22.13 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/007 What is ADAGrad_en.vtt | 7.54 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/008 ADAGrad implementation.mp4 | 63.99 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/008 ADAGrad implementation_en.vtt | 13.63 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/008 GradientDescentAdaGrad.py | 1.56 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/009 What is RMSProp.mp4 | 19.12 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/009 What is RMSProp_en.vtt | 4.31 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/010 ADAM optimizer introduction.mp4 | 12.31 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/010 ADAM optimizer introduction_en.vtt | 5.23 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/011 ADAM optimizer implementation.mp4 | 43.02 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/011 ADAM optimizer implementation_en.vtt | 10.18 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/011 ADAM.py | 1.07 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/14 - ### NUMERICAL OPTIMIZATION (MACHINE LEARNING ALGORITHMS) ###/012 Mathematical formulation of optimization algorithms in machine learning.html | 275.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/15 - ### APPENDIX - PYTHON PROGRAMMING CRASH COURSE ###/001 Python crash course introduction.html | 441.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/001 First steps in Python.mp4 | 13.67 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/001 First steps in Python_en.vtt | 6.43 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/002 What are the basic data types.mp4 | 15.70 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/002 What are the basic data types_en.vtt | 5.59 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/003 Booleans.mp4 | 6.78 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/003 Booleans_en.vtt | 2.21 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/004 Strings.mp4 | 28.16 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/004 Strings_en.vtt | 8.77 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/005 String slicing.mp4 | 25.08 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/005 String slicing_en.vtt | 7.44 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/006 Type casting.mp4 | 16.74 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/006 Type casting_en.vtt | 4.66 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/007 Operators.mp4 | 20.63 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/007 Operators_en.vtt | 5.88 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/008 Conditional statements.mp4 | 17.81 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/008 Conditional statements_en.vtt | 4.63 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/009 How to use multiple conditions.mp4 | 31.41 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/009 How to use multiple conditions_en.vtt | 9.05 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/010 Logical operators.mp4 | 17.60 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/010 Logical operators_en.vtt | 3.97 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/011 Loops - for loop.mp4 | 18.95 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/011 Loops - for loop_en.vtt | 6.92 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/012 Loops - while loop.mp4 | 14.41 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/012 Loops - while loop_en.vtt | 4.88 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/013 What are nested loops.mp4 | 13.16 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/013 What are nested loops_en.vtt | 3.03 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/014 Enumerate.mp4 | 15.13 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/014 Enumerate_en.vtt | 4.34 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/015 Break and continue.mp4 | 20.42 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/015 Break and continue_en.vtt | 6.12 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/016 Calculating Fibonacci-numbers.mp4 | 8.39 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/16 - Appendix #1 - Python Basics/016 Calculating Fibonacci-numbers_en.vtt | 2.89 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/001 What are functions.mp4 | 17.29 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/001 What are functions_en.vtt | 5.22 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/002 Defining functions.mp4 | 18.85 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/002 Defining functions_en.vtt | 6.14 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/003 Positional arguments and keyword arguments.mp4 | 46.11 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/003 Positional arguments and keyword arguments_en.vtt | 11.69 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/004 Returning values.mp4 | 8.14 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/004 Returning values_en.vtt | 2.71 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/005 Returning multiple values.mp4 | 12.17 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/005 Returning multiple values_en.vtt | 3.37 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/006 Yield operator.mp4 | 18.28 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/006 Yield operator_en.vtt | 5.77 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/007 What are the most relevant built-in functions.mp4 | 15.38 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/007 What are the most relevant built-in functions_en.vtt | 4.92 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/008 What is recursion.mp4 | 35.28 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/008 What is recursion_en.vtt | 10.64 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/009 Local vs global variables.mp4 | 15.01 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/009 Local vs global variables_en.vtt | 4.77 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/010 The __main__ function.mp4 | 14.81 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/17 - Appendix #2 - Functions/010 The __main__ function_en.vtt | 4.02 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/001 How to measure the running time of algorithms.mp4 | 37.29 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/001 How to measure the running time of algorithms_en.vtt | 12.61 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/002 Data structures introduction.mp4 | 13.84 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/002 Data structures introduction_en.vtt | 3.98 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/003 What are array data structures I.mp4 | 24.99 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/003 What are array data structures I_en.vtt | 8.05 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/004 What are array data structures II.mp4 | 24.95 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/004 What are array data structures II_en.vtt | 8.60 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/005 Lists in Python.mp4 | 21.74 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/005 Lists in Python_en.vtt | 6.42 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/006 Lists in Python - advanced operations.mp4 | 39.32 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/006 Lists in Python - advanced operations_en.vtt | 8.71 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/007 Lists in Python - list comprehension.mp4 | 22.88 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/007 Lists in Python - list comprehension_en.vtt | 6.12 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/008 (!!!) Python lists and arrays.html | 628.00 B |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/009 Measuring running time of lists.html | 1.24 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/010 What are tuples.mp4 | 14.73 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/010 What are tuples_en.vtt | 4.32 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/011 Mutability and immutability.mp4 | 18.49 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/011 Mutability and immutability_en.vtt | 5.25 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/012 What are linked list data structures.mp4 | 34.49 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/012 What are linked list data structures_en.vtt | 10.30 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/013 Doubly linked list implementation in Python.mp4 | 24.46 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/013 Doubly linked list implementation in Python_en.vtt | 6.19 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/014 Hashing and O(1) running time complexity.mp4 | 30.98 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/014 Hashing and O(1) running time complexity_en.vtt | 9.73 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/015 Dictionaries in Python.mp4 | 38.50 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/015 Dictionaries in Python_en.vtt | 10.69 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/016 Sets in Python.mp4 | 47.14 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/016 Sets in Python_en.vtt | 9.56 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/017 Sorting.mp4 | 50.57 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/18 - Appendix #3 - Data Structures in Python/017 Sorting_en.vtt | 11.36 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/001 What is object oriented programming (OOP).mp4 | 12.50 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/001 What is object oriented programming (OOP)_en.vtt | 2.86 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/002 Class and objects basics.mp4 | 10.48 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/002 Class and objects basics_en.vtt | 3.25 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/003 Using the constructor.mp4 | 33.59 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/003 Using the constructor_en.vtt | 6.79 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/004 Class variables and instance variables.mp4 | 31.01 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/004 Class variables and instance variables_en.vtt | 4.91 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/005 Private variables and name mangling.mp4 | 19.13 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/005 Private variables and name mangling_en.vtt | 5.08 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/006 What is inheritance in OOP.mp4 | 18.03 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/006 What is inheritance in OOP_en.vtt | 4.14 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/007 The super keyword.mp4 | 21.23 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/007 The super keyword_en.vtt | 4.91 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/008 Function (method) override.mp4 | 18.17 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/008 Function (method) override_en.vtt | 2.71 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/009 What is polymorphism.mp4 | 21.16 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/009 What is polymorphism_en.vtt | 5.25 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/010 Polymorphism and abstraction example.mp4 | 33.27 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/010 Polymorphism and abstraction example_en.vtt | 6.03 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/011 Modules.mp4 | 21.79 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/011 Modules_en.vtt | 6.71 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/012 The __str__ function.mp4 | 15.67 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/012 The __str__ function_en.vtt | 3.51 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/013 Comparing objects - overriding functions.mp4 | 40.18 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/19 - Appendix #4 - Object Oriented Programming (OOP)/013 Comparing objects - overriding functions_en.vtt | 9.05 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/001 What is the key advantage of NumPy.mp4 | 17.18 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/001 What is the key advantage of NumPy_en.vtt | 5.01 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/002 Creating and updating arrays.mp4 | 33.76 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/002 Creating and updating arrays_en.vtt | 8.47 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/003 Dimension of arrays.mp4 | 36.26 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/003 Dimension of arrays_en.vtt | 10.65 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/004 Indexes and slicing.mp4 | 31.50 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/004 Indexes and slicing_en.vtt | 9.38 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/005 Types.mp4 | 19.29 MB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/005 Types_en.vtt | 4.95 kB |
| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/006 Reshape.mp4 | 33.84 MB |
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| [TutsNode.com] - Numerical Methods and Optimization in Python/20 - Appendix #5 - NumPy/007 Stacking and merging arrays.mp4 | 27.69 MB |
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Description
This course is about numerical methods and optimization algorithms in Python programming language.
*** We are NOT going to discuss ALL the theory related to numerical methods (for example how to solve differential equations etc.) – we are just going to consider the concrete implementations and numerical principles ***
The first section is about matrix algebra and linear systems such as matrix multiplication, gaussian elimination and applications of these approaches. We will consider the famous Google’s PageRank algorithm.
Then we will talk about numerical integration. How to use techniques like trapezoidal rule, Simpson formula and Monte-Carlo method to calculate the definite integral of a given function.
The next chapter is about solving differential equations with Euler’s-method and Runge-Kutta approach. We will consider examples such as the pendulum problem and ballistics.
Finally, we are going to consider the machine learning related optimization techniques. Gradient descent, stochastic gradient descent algorithm, ADAGrad, RMSProp and ADAM optimizer will be discussed – theory and implementations as well.
*** IF YOU ARE NEW TO PYTHON PROGRAMMING THEN YOU CAN LEARN ABOUT THE FUNDAMENTALS AND BASICS OF PYTHON IN THA LAST CHAPTERS ***
Section 1 – Numerical Methods Basics
numerical methods basics
floating point representation
rounding errors
performance C, Java and Python
Section 2 – Linear Algebra and Gaussian Elimination
linear algebra
matrix multiplication
Gauss-elimination
portfolio optimization with matrix algebra
Section 3 – Eigenvectors and Eigenvalues
eigenvectors and eigenvalues
applications of eigenvectors in machine learning (PCA)
Google’s PageRank algorithm explained
Section 4 – Interpolation
Lagrange interpolation theory
implementation and applications of interpolation
Section 5 – Root Finding Algorithms
solving non-linear equations
root finding
Newton’s method and bisection method
Section 6 – Numerical Integration
numerical integration
rectangle method and trapezoidal method
Simpson’s method
Monte-Carlo integration
Section 7 – Differential Equations
solving differential-equations
Euler’s method
Runge-Kutta method
pendulum problem and ballistics
Section 8 – Numerical Optimization (in Machine Learning)
gradient descent algorithm
stochastic gradient descent
ADAGrad and RMSProp algorithms
ADAM optimizer explained
*** IF YOU ARE NEW TO PYTHON PROGRAMMING THEN YOU CAN LEARN ABOUT THE FUNDAMENTALS AND BASICS OF PYTHON IN THA LAST CHAPTERS ***
Thanks for joining my course, let’s get started!
Who this course is for:
This course is meant for student with quantitative background or software engineers who are interested in numerical methods
Requirements
Mathematical background – differential equations, integration and matrix algebra
Last Updated 4/2022