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Название [ FreeCourseWeb.com ] Udemy - Mathematical Foundations of Machine Learning (Update)
Тип Приложение для PC
Размер 3.79Гб

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1. Segment Intro.mp4 2.93Мб
1. Segment Intro.mp4 4.74Мб
1. Segment Intro.mp4 101.55Мб
1. Segment Intro.mp4 15.76Мб
1. Segment Intro.mp4 23.66Мб
1. Segment Intro.mp4 3.20Мб
1. Segment Intro-en_US.srt 1.70Кб
1. Segment Intro-en_US.srt 2.70Кб
1. Segment Intro-en_US.srt 20.73Кб
1. Segment Intro-en_US.srt 3.87Кб
1. Segment Intro-en_US.srt 4.22Кб
1. Segment Intro-en_US.srt 1.49Кб
1. What Linear Algebra Is.mp4 133.01Мб
1. What Linear Algebra Is-en_US.srt 27.13Кб
10. Eigenvector and Eigenvalue Applications.mp4 75.77Мб
10. Eigenvector and Eigenvalue Applications-en_US.srt 13.29Кб
10. Generic Tensor Notation.mp4 46.06Мб
10. Generic Tensor Notation-en_US.srt 8.01Кб
10. The Product Rule.mp4 15.78Мб
10. The Product Rule-en_US.srt 4.32Кб
11. Exercises on Algebra Data Structures.mp4 11.14Мб
11. Exercises on Algebra Data Structures-en_US.srt 2.60Кб
11. The Quotient Rule.mp4 14.03Мб
11. The Quotient Rule-en_US.srt 4.58Кб
12. The Chain Rule.mp4 27.55Мб
12. The Chain Rule-en_US.srt 7.46Кб
13. Advanced Exercises on Derivative Rules.mp4 63.86Мб
13. Advanced Exercises on Derivative Rules-en_US.srt 13.24Кб
14. The Power Rule on a Function Chain.mp4 33.66Мб
14. The Power Rule on a Function Chain-en_US.srt 5.67Кб
15. More Lectures are on their Way!.mp4 7.63Мб
15. More Lectures are on their Way!-en_US.srt 584б
2. Applying Matrices.mp4 31.61Мб
2. Applying Matrices-en_US.srt 8.08Кб
2. Intro to Differential Calculus.mp4 52.48Мб
2. Intro to Differential Calculus-en_US.srt 15.08Кб
2. Plotting a System of Linear Equations.mp4 57.06Мб
2. Plotting a System of Linear Equations-en_US.srt 10.95Кб
2. Singular Value Decomposition.mp4 76.64Мб
2. Singular Value Decomposition-en_US.srt 10.83Кб
2. Tensor Transposition.mp4 16.37Мб
2. Tensor Transposition-en_US.srt 3.97Кб
2. The Delta Method.mp4 75.28Мб
2. The Delta Method-en_US.srt 17.25Кб
2. The Frobenius Norm.mp4 26.59Мб
2. The Frobenius Norm-en_US.srt 5.62Кб
3. Affine Transformations.mp4 168.50Мб
3. Affine Transformations-en_US.srt 20.36Кб
3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 29.95Мб
3. Basic Tensor Arithmetic, incl. the Hadamard Product-en_US.srt 6.32Кб
3. Data Compression with SVD.mp4 96.98Мб
3. Data Compression with SVD-en_US.srt 11.68Кб
3. How Derivatives Arise from Limits.mp4 113.96Мб
3. How Derivatives Arise from Limits-en_US.srt 14.80Кб
3. Intro to Integral Calculus.mp4 15.93Мб
3. Intro to Integral Calculus-en_US.srt 3.07Кб
3. Linear Algebra Exercise.mp4 37.52Мб
3. Linear Algebra Exercise-en_US.srt 6.24Кб
3. Matrix Multiplication.mp4 114.10Мб
3. Matrix Multiplication-en_US.srt 27.75Кб
4. Derivative Notation.mp4 19.58Мб
4. Derivative Notation-en_US.srt 4.98Кб
4. Eigenvectors and Eigenvalues.mp4 381.93Мб
4. Eigenvectors and Eigenvalues-en_US.srt 27.31Кб
4. Symmetric and Identity Matrices.mp4 13.27Мб
4. Symmetric and Identity Matrices-en_US.srt 5.37Кб
4. Tensor Reduction.mp4 11.97Мб
4. Tensor Reduction-en_US.srt 3.78Кб
4. Tensors.mp4 14.73Мб
4. Tensors-en_US.srt 3.08Кб
4. The Method of Exhaustion.mp4 53.60Мб
4. The Method of Exhaustion-en_US.srt 7.74Кб
4. The Moore-Penrose Pseudoinverse.mp4 97.74Мб
4. The Moore-Penrose Pseudoinverse-en_US.srt 13.40Кб
5. Calculus of the Infinitesimals.mp4 75.31Мб
5. Calculus of the Infinitesimals-en_US.srt 11.01Кб
5. External URLs.txt 69б
5. Matrix Determinants.mp4 45.41Мб
5. Matrix Determinants-en_US.srt 8.50Кб
5. Matrix Multiplication Exercises.mp4 17.95Мб
5. Matrix Multiplication Exercises-en_US.srt 8.04Кб
5. Regression with the Pseudoinverse.mp4 134.17Мб
5. Regression with the Pseudoinverse-en_US.srt 20.72Кб
5. Scalars.mp4 159.73Мб
5. Scalars-en_US.srt 15.35Кб
5. The Derivative of a Constant.mp4 17.76Мб
5. The Derivative of a Constant-en_US.srt 1.92Кб
5. The Dot Product.mp4 25.96Мб
5. The Dot Product-en_US.srt 6.01Кб
6. Calculus Applications.mp4 70.12Мб
6. Calculus Applications-en_US.srt 10.71Кб
6. Determinants of Larger Matrices.mp4 53.89Мб
6. Determinants of Larger Matrices-en_US.srt 9.16Кб
6. Exercises on Tensor Operations.mp4 23.34Мб
6. Exercises on Tensor Operations-en_US.srt 2.87Кб
6. Matrix Inversion.mp4 129.48Мб
6. Matrix Inversion-en_US.srt 19.02Кб
6. The Power Rule.mp4 4.64Мб
6. The Power Rule-en_US.srt 1.33Кб
6. The Trace Operator.mp4 38.79Мб
6. The Trace Operator-en_US.srt 5.51Кб
6. Vectors and Vector Transposition.mp4 82.05Мб
6. Vectors and Vector Transposition-en_US.srt 12.77Кб
7. Calculating Limits.mp4 102.37Мб
7. Calculating Limits-en_US.srt 19.94Кб
7. Determinant Exercises.mp4 27.38Мб
7. Determinant Exercises-en_US.srt 5.02Кб
7. Diagonal Matrices.mp4 12.88Мб
7. Diagonal Matrices-en_US.srt 3.56Кб
7. Norms and Unit Vectors.mp4 107.42Мб
7. Norms and Unit Vectors-en_US.srt 16.34Кб
7. Principal Component Analysis (PCA).mp4 64.83Мб
7. Principal Component Analysis (PCA)-en_US.srt 9.49Кб
7. Solving Linear Systems with Substitution.mp4 22.06Мб
7. Solving Linear Systems with Substitution-en_US.srt 11.20Кб
7. The Constant Multiple Rule.mp4 11.09Мб
7. The Constant Multiple Rule-en_US.srt 3.74Кб
8. Basis, Orthogonal, and Orthonormal Vectors.mp4 14.00Мб
8. Basis, Orthogonal, and Orthonormal Vectors-en_US.srt 5.31Кб
8. Determinants and Eigenvalues.mp4 89.32Мб
8. Determinants and Eigenvalues-en_US.srt 15.73Кб
8. Exercises on Limits.mp4 30.43Мб
8. Exercises on Limits-en_US.srt 6.90Кб
8. Orthogonal Matrices.mp4 18.07Мб
8. Orthogonal Matrices-en_US.srt 5.82Кб
8. Resources for Further Study of Linear Algebra.mp4 31.68Мб
8. Resources for Further Study of Linear Algebra-en_US.srt 6.39Кб
8. Solving Linear Systems with Elimination.mp4 26.13Мб
8. Solving Linear Systems with Elimination-en_US.srt 13.32Кб
8. The Sum Rule.mp4 14.77Мб
8. The Sum Rule-en_US.srt 2.87Кб
9. Eigendecomposition.mp4 83.95Мб
9. Eigendecomposition-en_US.srt 12.40Кб
9. Exercises on Derivative Rules.mp4 53.38Мб
9. Exercises on Derivative Rules-en_US.srt 13.99Кб
9. Matrix Tensors.mp4 82.12Мб
9. Matrix Tensors-en_US.srt 9.21Кб
9. Orthogonal Matrix Exercises.mp4 78.58Мб
9. Orthogonal Matrix Exercises-en_US.srt 15.89Кб
9. Visualizing Linear Systems.mp4 49.50Мб
9. Visualizing Linear Systems-en_US.srt 12.89Кб
Bonus Resources.txt 357б
Get Bonus Downloads Here.url 183б
Introduction.html 2.60Кб
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