[ FreeCourseWeb ] Udemy - Mathematical Foundations of Machine Learning (Update)

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[ FreeCourseWeb ] Udemy - Mathematical Foundations of Machine Learning (Update)

Torrent Contents Size: 3.8 GB

[ FreeCourseWeb ] Udemy - Mathematical Foundations of Machine Learning (Update)
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1. Segment Intro-en_US.srt
SRT
1.5 KB
1. Segment Intro.mp4
MP4
3.2 MB
1. What Linear Algebra Is-en_US.srt
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27.1 KB
1. What Linear Algebra Is.mp4
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133 MB
10. Eigenvector and Eigenvalue Applications-en_US.srt
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13.3 KB
10. Eigenvector and Eigenvalue Applications.mp4
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75.8 MB
10. Generic Tensor Notation-en_US.srt
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8 KB
10. Generic Tensor Notation.mp4
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46.1 MB
10. The Product Rule-en_US.srt
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4.3 KB
10. The Product Rule.mp4
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15.8 MB
11. Exercises on Algebra Data Structures-en_US.srt
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2.6 KB
11. Exercises on Algebra Data Structures.mp4
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11.1 MB
11. The Quotient Rule-en_US.srt
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4.6 KB
11. The Quotient Rule.mp4
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14 MB
12. The Chain Rule-en_US.srt
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7.5 KB
12. The Chain Rule.mp4
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27.5 MB
13. Advanced Exercises on Derivative Rules-en_US.srt
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13.2 KB
13. Advanced Exercises on Derivative Rules.mp4
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63.9 MB
14. The Power Rule on a Function Chain-en_US.srt
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5.7 KB
14. The Power Rule on a Function Chain.mp4
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33.7 MB
15. More Lectures are on their Way!-en_US.srt
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614.4 B
15. More Lectures are on their Way!.mp4
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7.6 MB
2. Applying Matrices-en_US.srt
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8.1 KB
2. Applying Matrices.mp4
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31.6 MB
2. Intro to Differential Calculus-en_US.srt
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15.1 KB
2. Intro to Differential Calculus.mp4
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52.5 MB
2. Plotting a System of Linear Equations-en_US.srt
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10.9 KB
2. Plotting a System of Linear Equations.mp4
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57.1 MB
2. Singular Value Decomposition-en_US.srt
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10.8 KB
2. Singular Value Decomposition.mp4
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76.6 MB
2. Tensor Transposition-en_US.srt
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4 KB
2. Tensor Transposition.mp4
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16.4 MB
2. The Delta Method-en_US.srt
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17.3 KB
2. The Delta Method.mp4
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75.3 MB
2. The Frobenius Norm-en_US.srt
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5.6 KB
2. The Frobenius Norm.mp4
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26.6 MB
3. Affine Transformations-en_US.srt
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20.4 KB
3. Affine Transformations.mp4
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168.5 MB
3. Basic Tensor Arithmetic, incl. the Hadamard Product-en_US.srt
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6.3 KB
3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4
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30 MB
3. Data Compression with SVD-en_US.srt
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11.7 KB
3. Data Compression with SVD.mp4
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97 MB
3. How Derivatives Arise from Limits-en_US.srt
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14.8 KB
3. How Derivatives Arise from Limits.mp4
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114 MB
3. Intro to Integral Calculus-en_US.srt
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3.1 KB
3. Intro to Integral Calculus.mp4
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15.9 MB
3. Linear Algebra Exercise-en_US.srt
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6.2 KB
3. Linear Algebra Exercise.mp4
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37.5 MB
3. Matrix Multiplication-en_US.srt
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27.8 KB
3. Matrix Multiplication.mp4
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114.1 MB
4. Derivative Notation-en_US.srt
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5 KB
4. Derivative Notation.mp4
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19.6 MB
4. Eigenvectors and Eigenvalues-en_US.srt
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27.3 KB
4. Eigenvectors and Eigenvalues.mp4
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381.9 MB
4. Symmetric and Identity Matrices-en_US.srt
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5.4 KB
4. Symmetric and Identity Matrices.mp4
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13.3 MB
4. Tensor Reduction-en_US.srt
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3.8 KB
4. Tensor Reduction.mp4
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12 MB
4. Tensors-en_US.srt
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3.1 KB
4. Tensors.mp4
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14.7 MB
4. The Method of Exhaustion-en_US.srt
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7.7 KB
4. The Method of Exhaustion.mp4
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53.6 MB
4. The Moore-Penrose Pseudoinverse-en_US.srt
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13.4 KB
4. The Moore-Penrose Pseudoinverse.mp4
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97.7 MB
5. Calculus of the Infinitesimals-en_US.srt
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11 KB
5. Calculus of the Infinitesimals.mp4
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75.3 MB
5. External URLs.txt
TXT
102.4 B
5. Matrix Determinants-en_US.srt
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8.5 KB
5. Matrix Determinants.mp4
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45.4 MB
5. Matrix Multiplication Exercises-en_US.srt
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8 KB
5. Matrix Multiplication Exercises.mp4
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17.9 MB
5. Regression with the Pseudoinverse-en_US.srt
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20.7 KB
5. Regression with the Pseudoinverse.mp4
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134.2 MB
5. Scalars-en_US.srt
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15.3 KB
5. Scalars.mp4
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159.7 MB
5. The Derivative of a Constant-en_US.srt
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1.9 KB
5. The Derivative of a Constant.mp4
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17.8 MB
5. The Dot Product-en_US.srt
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6 KB
5. The Dot Product.mp4
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26 MB
6. Calculus Applications-en_US.srt
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10.7 KB
6. Calculus Applications.mp4
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70.1 MB
6. Determinants of Larger Matrices-en_US.srt
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9.2 KB
6. Determinants of Larger Matrices.mp4
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53.9 MB
6. Exercises on Tensor Operations-en_US.srt
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2.9 KB
6. Exercises on Tensor Operations.mp4
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23.3 MB
6. Matrix Inversion-en_US.srt
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19 KB
6. Matrix Inversion.mp4
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129.5 MB
6. The Power Rule-en_US.srt
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1.3 KB
6. The Power Rule.mp4
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4.6 MB
6. The Trace Operator-en_US.srt
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5.5 KB
6. The Trace Operator.mp4
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38.8 MB
6. Vectors and Vector Transposition-en_US.srt
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12.8 KB
6. Vectors and Vector Transposition.mp4
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82 MB
7. Calculating Limits-en_US.srt
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19.9 KB
7. Calculating Limits.mp4
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102.4 MB
7. Determinant Exercises-en_US.srt
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5 KB
7. Determinant Exercises.mp4
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27.4 MB
7. Diagonal Matrices-en_US.srt
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3.6 KB
7. Diagonal Matrices.mp4
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12.9 MB
7. Norms and Unit Vectors-en_US.srt
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16.3 KB
7. Norms and Unit Vectors.mp4
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107.4 MB
7. Principal Component Analysis (PCA)-en_US.srt
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9.5 KB
7. Principal Component Analysis (PCA).mp4
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64.8 MB
7. Solving Linear Systems with Substitution-en_US.srt
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11.2 KB
7. Solving Linear Systems with Substitution.mp4
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22.1 MB
7. The Constant Multiple Rule-en_US.srt
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3.7 KB
7. The Constant Multiple Rule.mp4
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11.1 MB
8. Basis, Orthogonal, and Orthonormal Vectors-en_US.srt
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5.3 KB
8. Basis, Orthogonal, and Orthonormal Vectors.mp4
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14 MB
8. Determinants and Eigenvalues-en_US.srt
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15.7 KB
8. Determinants and Eigenvalues.mp4
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89.3 MB
8. Exercises on Limits-en_US.srt
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6.9 KB
8. Exercises on Limits.mp4
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30.4 MB
8. Orthogonal Matrices-en_US.srt
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5.8 KB
8. Orthogonal Matrices.mp4
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18.1 MB
8. Resources for Further Study of Linear Algebra-en_US.srt
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6.4 KB
8. Resources for Further Study of Linear Algebra.mp4
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31.7 MB
8. Solving Linear Systems with Elimination-en_US.srt
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13.3 KB
8. Solving Linear Systems with Elimination.mp4
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26.1 MB
8. The Sum Rule-en_US.srt
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2.9 KB
8. The Sum Rule.mp4
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14.8 MB
9. Eigendecomposition-en_US.srt
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12.4 KB
9. Eigendecomposition.mp4
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83.9 MB
9. Exercises on Derivative Rules-en_US.srt
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14 KB
9. Exercises on Derivative Rules.mp4
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53.4 MB
9. Matrix Tensors-en_US.srt
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9.2 KB
9. Matrix Tensors.mp4
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82.1 MB
9. Orthogonal Matrix Exercises-en_US.srt
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15.9 KB
9. Orthogonal Matrix Exercises.mp4
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78.6 MB
9. Visualizing Linear Systems-en_US.srt
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12.9 KB
9. Visualizing Linear Systems.mp4
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49.5 MB
Bonus Resources.txt
TXT
307.2 B
Get Bonus Downloads Here.url
URL
204.8 B
Introduction.html
HTML
2.6 KB

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