Torrent Info
Title [ FreeCourseWeb.com ] Udemy - Mathematical Foundations of Machine Learning (Update)
Category PC
Size 3.79GB

Files List
Please note that this page does not hosts or makes available any of the listed filenames. You cannot download any of those files from here.
1. Segment Intro.mp4 2.93MB
1. Segment Intro.mp4 4.74MB
1. Segment Intro.mp4 101.55MB
1. Segment Intro.mp4 15.76MB
1. Segment Intro.mp4 23.66MB
1. Segment Intro.mp4 3.20MB
1. Segment Intro-en_US.srt 1.70KB
1. Segment Intro-en_US.srt 2.70KB
1. Segment Intro-en_US.srt 20.73KB
1. Segment Intro-en_US.srt 3.87KB
1. Segment Intro-en_US.srt 4.22KB
1. Segment Intro-en_US.srt 1.49KB
1. What Linear Algebra Is.mp4 133.01MB
1. What Linear Algebra Is-en_US.srt 27.13KB
10. Eigenvector and Eigenvalue Applications.mp4 75.77MB
10. Eigenvector and Eigenvalue Applications-en_US.srt 13.29KB
10. Generic Tensor Notation.mp4 46.06MB
10. Generic Tensor Notation-en_US.srt 8.01KB
10. The Product Rule.mp4 15.78MB
10. The Product Rule-en_US.srt 4.32KB
11. Exercises on Algebra Data Structures.mp4 11.14MB
11. Exercises on Algebra Data Structures-en_US.srt 2.60KB
11. The Quotient Rule.mp4 14.03MB
11. The Quotient Rule-en_US.srt 4.58KB
12. The Chain Rule.mp4 27.55MB
12. The Chain Rule-en_US.srt 7.46KB
13. Advanced Exercises on Derivative Rules.mp4 63.86MB
13. Advanced Exercises on Derivative Rules-en_US.srt 13.24KB
14. The Power Rule on a Function Chain.mp4 33.66MB
14. The Power Rule on a Function Chain-en_US.srt 5.67KB
15. More Lectures are on their Way!.mp4 7.63MB
15. More Lectures are on their Way!-en_US.srt 584B
2. Applying Matrices.mp4 31.61MB
2. Applying Matrices-en_US.srt 8.08KB
2. Intro to Differential Calculus.mp4 52.48MB
2. Intro to Differential Calculus-en_US.srt 15.08KB
2. Plotting a System of Linear Equations.mp4 57.06MB
2. Plotting a System of Linear Equations-en_US.srt 10.95KB
2. Singular Value Decomposition.mp4 76.64MB
2. Singular Value Decomposition-en_US.srt 10.83KB
2. Tensor Transposition.mp4 16.37MB
2. Tensor Transposition-en_US.srt 3.97KB
2. The Delta Method.mp4 75.28MB
2. The Delta Method-en_US.srt 17.25KB
2. The Frobenius Norm.mp4 26.59MB
2. The Frobenius Norm-en_US.srt 5.62KB
3. Affine Transformations.mp4 168.50MB
3. Affine Transformations-en_US.srt 20.36KB
3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 29.95MB
3. Basic Tensor Arithmetic, incl. the Hadamard Product-en_US.srt 6.32KB
3. Data Compression with SVD.mp4 96.98MB
3. Data Compression with SVD-en_US.srt 11.68KB
3. How Derivatives Arise from Limits.mp4 113.96MB
3. How Derivatives Arise from Limits-en_US.srt 14.80KB
3. Intro to Integral Calculus.mp4 15.93MB
3. Intro to Integral Calculus-en_US.srt 3.07KB
3. Linear Algebra Exercise.mp4 37.52MB
3. Linear Algebra Exercise-en_US.srt 6.24KB
3. Matrix Multiplication.mp4 114.10MB
3. Matrix Multiplication-en_US.srt 27.75KB
4. Derivative Notation.mp4 19.58MB
4. Derivative Notation-en_US.srt 4.98KB
4. Eigenvectors and Eigenvalues.mp4 381.93MB
4. Eigenvectors and Eigenvalues-en_US.srt 27.31KB
4. Symmetric and Identity Matrices.mp4 13.27MB
4. Symmetric and Identity Matrices-en_US.srt 5.37KB
4. Tensor Reduction.mp4 11.97MB
4. Tensor Reduction-en_US.srt 3.78KB
4. Tensors.mp4 14.73MB
4. Tensors-en_US.srt 3.08KB
4. The Method of Exhaustion.mp4 53.60MB
4. The Method of Exhaustion-en_US.srt 7.74KB
4. The Moore-Penrose Pseudoinverse.mp4 97.74MB
4. The Moore-Penrose Pseudoinverse-en_US.srt 13.40KB
5. Calculus of the Infinitesimals.mp4 75.31MB
5. Calculus of the Infinitesimals-en_US.srt 11.01KB
5. External URLs.txt 69B
5. Matrix Determinants.mp4 45.41MB
5. Matrix Determinants-en_US.srt 8.50KB
5. Matrix Multiplication Exercises.mp4 17.95MB
5. Matrix Multiplication Exercises-en_US.srt 8.04KB
5. Regression with the Pseudoinverse.mp4 134.17MB
5. Regression with the Pseudoinverse-en_US.srt 20.72KB
5. Scalars.mp4 159.73MB
5. Scalars-en_US.srt 15.35KB
5. The Derivative of a Constant.mp4 17.76MB
5. The Derivative of a Constant-en_US.srt 1.92KB
5. The Dot Product.mp4 25.96MB
5. The Dot Product-en_US.srt 6.01KB
6. Calculus Applications.mp4 70.12MB
6. Calculus Applications-en_US.srt 10.71KB
6. Determinants of Larger Matrices.mp4 53.89MB
6. Determinants of Larger Matrices-en_US.srt 9.16KB
6. Exercises on Tensor Operations.mp4 23.34MB
6. Exercises on Tensor Operations-en_US.srt 2.87KB
6. Matrix Inversion.mp4 129.48MB
6. Matrix Inversion-en_US.srt 19.02KB
6. The Power Rule.mp4 4.64MB
6. The Power Rule-en_US.srt 1.33KB
6. The Trace Operator.mp4 38.79MB
6. The Trace Operator-en_US.srt 5.51KB
6. Vectors and Vector Transposition.mp4 82.05MB
6. Vectors and Vector Transposition-en_US.srt 12.77KB
7. Calculating Limits.mp4 102.37MB
7. Calculating Limits-en_US.srt 19.94KB
7. Determinant Exercises.mp4 27.38MB
7. Determinant Exercises-en_US.srt 5.02KB
7. Diagonal Matrices.mp4 12.88MB
7. Diagonal Matrices-en_US.srt 3.56KB
7. Norms and Unit Vectors.mp4 107.42MB
7. Norms and Unit Vectors-en_US.srt 16.34KB
7. Principal Component Analysis (PCA).mp4 64.83MB
7. Principal Component Analysis (PCA)-en_US.srt 9.49KB
7. Solving Linear Systems with Substitution.mp4 22.06MB
7. Solving Linear Systems with Substitution-en_US.srt 11.20KB
7. The Constant Multiple Rule.mp4 11.09MB
7. The Constant Multiple Rule-en_US.srt 3.74KB
8. Basis, Orthogonal, and Orthonormal Vectors.mp4 14.00MB
8. Basis, Orthogonal, and Orthonormal Vectors-en_US.srt 5.31KB
8. Determinants and Eigenvalues.mp4 89.32MB
8. Determinants and Eigenvalues-en_US.srt 15.73KB
8. Exercises on Limits.mp4 30.43MB
8. Exercises on Limits-en_US.srt 6.90KB
8. Orthogonal Matrices.mp4 18.07MB
8. Orthogonal Matrices-en_US.srt 5.82KB
8. Resources for Further Study of Linear Algebra.mp4 31.68MB
8. Resources for Further Study of Linear Algebra-en_US.srt 6.39KB
8. Solving Linear Systems with Elimination.mp4 26.13MB
8. Solving Linear Systems with Elimination-en_US.srt 13.32KB
8. The Sum Rule.mp4 14.77MB
8. The Sum Rule-en_US.srt 2.87KB
9. Eigendecomposition.mp4 83.95MB
9. Eigendecomposition-en_US.srt 12.40KB
9. Exercises on Derivative Rules.mp4 53.38MB
9. Exercises on Derivative Rules-en_US.srt 13.99KB
9. Matrix Tensors.mp4 82.12MB
9. Matrix Tensors-en_US.srt 9.21KB
9. Orthogonal Matrix Exercises.mp4 78.58MB
9. Orthogonal Matrix Exercises-en_US.srt 15.89KB
9. Visualizing Linear Systems.mp4 49.50MB
9. Visualizing Linear Systems-en_US.srt 12.89KB
Bonus Resources.txt 357B
Get Bonus Downloads Here.url 183B
Introduction.html 2.60KB
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Republic of Korea (KR) 1
Russia (RU) 1
Total 2
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