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[ FreeCourseWeb.com ] Udemy - Mathematical Foundations of Machine Learning (Update)
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[ FreeCourseWeb.com ] Udemy - Mathematical Foundations of Machine Learning (Update)
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收录时间:
2022-01-15
最近下载:
2024-12-10
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文件列表
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/4. Eigenvectors and Eigenvalues.mp4
400.5 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/3. Affine Transformations.mp4
176.7 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/5. Scalars.mp4
167.5 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/5. Regression with the Pseudoinverse.mp4
140.7 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/1. What Linear Algebra Is.mp4
139.5 MB
~Get Your Files Here !/3. Matrix Properties/6. Matrix Inversion.mp4
135.8 MB
~Get Your Files Here !/3. Matrix Properties/3. Matrix Multiplication.mp4
119.6 MB
~Get Your Files Here !/7. Derivatives and Differentiation/3. How Derivatives Arise from Limits.mp4
119.5 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/7. Norms and Unit Vectors.mp4
112.6 MB
~Get Your Files Here !/6. Limits/7. Calculating Limits.mp4
107.3 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/1. Segment Intro.mp4
106.5 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/4. The Moore-Penrose Pseudoinverse.mp4
102.5 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/3. Data Compression with SVD.mp4
101.7 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/8. Determinants and Eigenvalues.mp4
93.7 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/9. Eigendecomposition.mp4
88.0 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/9. Matrix Tensors.mp4
86.1 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/6. Vectors and Vector Transposition.mp4
86.0 MB
~Get Your Files Here !/3. Matrix Properties/9. Orthogonal Matrix Exercises.mp4
82.4 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/2. Singular Value Decomposition.mp4
80.4 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/10. Eigenvector and Eigenvalue Applications.mp4
79.4 MB
~Get Your Files Here !/6. Limits/5. Calculus of the Infinitesimals.mp4
79.0 MB
~Get Your Files Here !/7. Derivatives and Differentiation/2. The Delta Method.mp4
78.9 MB
~Get Your Files Here !/6. Limits/6. Calculus Applications.mp4
73.5 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/7. Principal Component Analysis (PCA).mp4
68.0 MB
~Get Your Files Here !/7. Derivatives and Differentiation/13. Advanced Exercises on Derivative Rules.mp4
67.0 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/2. Plotting a System of Linear Equations.mp4
59.8 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/6. Determinants of Larger Matrices.mp4
56.5 MB
~Get Your Files Here !/6. Limits/4. The Method of Exhaustion.mp4
56.2 MB
~Get Your Files Here !/7. Derivatives and Differentiation/9. Exercises on Derivative Rules.mp4
56.0 MB
~Get Your Files Here !/6. Limits/2. Intro to Differential Calculus.mp4
55.0 MB
~Get Your Files Here !/2. Tensor Operations/9. Visualizing Linear Systems.mp4
51.9 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/10. Generic Tensor Notation.mp4
48.3 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/5. Matrix Determinants.mp4
47.6 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/6. The Trace Operator.mp4
40.7 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/3. Linear Algebra Exercise.mp4
39.3 MB
~Get Your Files Here !/7. Derivatives and Differentiation/14. The Power Rule on a Function Chain.mp4
35.3 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/8. Resources for Further Study of Linear Algebra.mp4
33.2 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/2. Applying Matrices.mp4
33.1 MB
~Get Your Files Here !/6. Limits/8. Exercises on Limits.mp4
31.9 MB
~Get Your Files Here !/2. Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4
31.4 MB
~Get Your Files Here !/7. Derivatives and Differentiation/12. The Chain Rule.mp4
28.9 MB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/7. Determinant Exercises.mp4
28.7 MB
~Get Your Files Here !/3. Matrix Properties/2. The Frobenius Norm.mp4
27.9 MB
~Get Your Files Here !/2. Tensor Operations/8. Solving Linear Systems with Elimination.mp4
27.4 MB
~Get Your Files Here !/2. Tensor Operations/5. The Dot Product.mp4
27.2 MB
~Get Your Files Here !/6. Limits/1. Segment Intro.mp4
24.8 MB
~Get Your Files Here !/2. Tensor Operations/6. Exercises on Tensor Operations.mp4
24.5 MB
~Get Your Files Here !/2. Tensor Operations/7. Solving Linear Systems with Substitution.mp4
23.1 MB
~Get Your Files Here !/7. Derivatives and Differentiation/4. Derivative Notation.mp4
20.5 MB
~Get Your Files Here !/3. Matrix Properties/8. Orthogonal Matrices.mp4
18.9 MB
~Get Your Files Here !/3. Matrix Properties/5. Matrix Multiplication Exercises.mp4
18.8 MB
~Get Your Files Here !/7. Derivatives and Differentiation/5. The Derivative of a Constant.mp4
18.6 MB
~Get Your Files Here !/2. Tensor Operations/2. Tensor Transposition.mp4
17.2 MB
~Get Your Files Here !/6. Limits/3. Intro to Integral Calculus.mp4
16.7 MB
~Get Your Files Here !/7. Derivatives and Differentiation/10. The Product Rule.mp4
16.6 MB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/1. Segment Intro.mp4
16.5 MB
~Get Your Files Here !/7. Derivatives and Differentiation/8. The Sum Rule.mp4
15.5 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/4. Tensors.mp4
15.4 MB
~Get Your Files Here !/7. Derivatives and Differentiation/11. The Quotient Rule.mp4
14.7 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/8. Basis, Orthogonal, and Orthonormal Vectors.mp4
14.7 MB
~Get Your Files Here !/3. Matrix Properties/4. Symmetric and Identity Matrices.mp4
13.9 MB
~Get Your Files Here !/3. Matrix Properties/7. Diagonal Matrices.mp4
13.5 MB
~Get Your Files Here !/2. Tensor Operations/4. Tensor Reduction.mp4
12.5 MB
~Get Your Files Here !/1. Data Structures for Linear Algebra/11. Exercises on Algebra Data Structures.mp4
11.7 MB
~Get Your Files Here !/7. Derivatives and Differentiation/7. The Constant Multiple Rule.mp4
11.6 MB
~Get Your Files Here !/7. Derivatives and Differentiation/15. More Lectures are on their Way!.mp4
8.0 MB
~Get Your Files Here !/3. Matrix Properties/1. Segment Intro.mp4
5.0 MB
~Get Your Files Here !/7. Derivatives and Differentiation/6. The Power Rule.mp4
4.9 MB
~Get Your Files Here !/7. Derivatives and Differentiation/1. Segment Intro.mp4
3.4 MB
~Get Your Files Here !/2. Tensor Operations/1. Segment Intro.mp4
3.1 MB
~Get Your Files Here !/3. Matrix Properties/3. Matrix Multiplication-en_US.srt
28.4 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/4. Eigenvectors and Eigenvalues-en_US.srt
28.0 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/1. What Linear Algebra Is-en_US.srt
27.8 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/1. Segment Intro-en_US.srt
21.2 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/5. Regression with the Pseudoinverse-en_US.srt
21.2 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/3. Affine Transformations-en_US.srt
20.8 kB
~Get Your Files Here !/6. Limits/7. Calculating Limits-en_US.srt
20.4 kB
~Get Your Files Here !/3. Matrix Properties/6. Matrix Inversion-en_US.srt
19.5 kB
~Get Your Files Here !/7. Derivatives and Differentiation/2. The Delta Method-en_US.srt
17.7 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/7. Norms and Unit Vectors-en_US.srt
16.7 kB
~Get Your Files Here !/3. Matrix Properties/9. Orthogonal Matrix Exercises-en_US.srt
16.3 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/8. Determinants and Eigenvalues-en_US.srt
16.1 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/5. Scalars-en_US.srt
15.7 kB
~Get Your Files Here !/6. Limits/2. Intro to Differential Calculus-en_US.srt
15.4 kB
~Get Your Files Here !/7. Derivatives and Differentiation/3. How Derivatives Arise from Limits-en_US.srt
15.2 kB
~Get Your Files Here !/7. Derivatives and Differentiation/9. Exercises on Derivative Rules-en_US.srt
14.3 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/4. The Moore-Penrose Pseudoinverse-en_US.srt
13.7 kB
~Get Your Files Here !/2. Tensor Operations/8. Solving Linear Systems with Elimination-en_US.srt
13.6 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/10. Eigenvector and Eigenvalue Applications-en_US.srt
13.6 kB
~Get Your Files Here !/7. Derivatives and Differentiation/13. Advanced Exercises on Derivative Rules-en_US.srt
13.6 kB
~Get Your Files Here !/2. Tensor Operations/9. Visualizing Linear Systems-en_US.srt
13.2 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/6. Vectors and Vector Transposition-en_US.srt
13.1 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/9. Eigendecomposition-en_US.srt
12.7 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/3. Data Compression with SVD-en_US.srt
12.0 kB
~Get Your Files Here !/2. Tensor Operations/7. Solving Linear Systems with Substitution-en_US.srt
11.5 kB
~Get Your Files Here !/6. Limits/5. Calculus of the Infinitesimals-en_US.srt
11.3 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/2. Plotting a System of Linear Equations-en_US.srt
11.2 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/2. Singular Value Decomposition-en_US.srt
11.1 kB
~Get Your Files Here !/6. Limits/6. Calculus Applications-en_US.srt
11.0 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/7. Principal Component Analysis (PCA)-en_US.srt
9.7 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/9. Matrix Tensors-en_US.srt
9.4 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/6. Determinants of Larger Matrices-en_US.srt
9.4 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/5. Matrix Determinants-en_US.srt
8.7 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/2. Applying Matrices-en_US.srt
8.3 kB
~Get Your Files Here !/3. Matrix Properties/5. Matrix Multiplication Exercises-en_US.srt
8.2 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/10. Generic Tensor Notation-en_US.srt
8.2 kB
~Get Your Files Here !/6. Limits/4. The Method of Exhaustion-en_US.srt
7.9 kB
~Get Your Files Here !/7. Derivatives and Differentiation/12. The Chain Rule-en_US.srt
7.6 kB
~Get Your Files Here !/6. Limits/8. Exercises on Limits-en_US.srt
7.1 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/8. Resources for Further Study of Linear Algebra-en_US.srt
6.5 kB
~Get Your Files Here !/2. Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product-en_US.srt
6.5 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/3. Linear Algebra Exercise-en_US.srt
6.4 kB
~Get Your Files Here !/2. Tensor Operations/5. The Dot Product-en_US.srt
6.2 kB
~Get Your Files Here !/3. Matrix Properties/8. Orthogonal Matrices-en_US.srt
6.0 kB
~Get Your Files Here !/7. Derivatives and Differentiation/14. The Power Rule on a Function Chain-en_US.srt
5.8 kB
~Get Your Files Here !/3. Matrix Properties/2. The Frobenius Norm-en_US.srt
5.8 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/6. The Trace Operator-en_US.srt
5.6 kB
~Get Your Files Here !/3. Matrix Properties/4. Symmetric and Identity Matrices-en_US.srt
5.5 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/8. Basis, Orthogonal, and Orthonormal Vectors-en_US.srt
5.4 kB
~Get Your Files Here !/4. Eigenvectors and Eigenvalues/7. Determinant Exercises-en_US.srt
5.1 kB
~Get Your Files Here !/7. Derivatives and Differentiation/4. Derivative Notation-en_US.srt
5.1 kB
~Get Your Files Here !/7. Derivatives and Differentiation/11. The Quotient Rule-en_US.srt
4.7 kB
~Get Your Files Here !/7. Derivatives and Differentiation/10. The Product Rule-en_US.srt
4.4 kB
~Get Your Files Here !/6. Limits/1. Segment Intro-en_US.srt
4.3 kB
~Get Your Files Here !/2. Tensor Operations/2. Tensor Transposition-en_US.srt
4.1 kB
~Get Your Files Here !/5. Matrix Operations for Machine Learning/1. Segment Intro-en_US.srt
4.0 kB
~Get Your Files Here !/2. Tensor Operations/4. Tensor Reduction-en_US.srt
3.9 kB
~Get Your Files Here !/7. Derivatives and Differentiation/7. The Constant Multiple Rule-en_US.srt
3.8 kB
~Get Your Files Here !/3. Matrix Properties/7. Diagonal Matrices-en_US.srt
3.6 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/4. Tensors-en_US.srt
3.1 kB
~Get Your Files Here !/6. Limits/3. Intro to Integral Calculus-en_US.srt
3.1 kB
~Get Your Files Here !/7. Derivatives and Differentiation/8. The Sum Rule-en_US.srt
2.9 kB
~Get Your Files Here !/2. Tensor Operations/6. Exercises on Tensor Operations-en_US.srt
2.9 kB
~Get Your Files Here !/3. Matrix Properties/1. Segment Intro-en_US.srt
2.8 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/Introduction.html
2.7 kB
~Get Your Files Here !/1. Data Structures for Linear Algebra/11. Exercises on Algebra Data Structures-en_US.srt
2.7 kB
~Get Your Files Here !/7. Derivatives and Differentiation/5. The Derivative of a Constant-en_US.srt
2.0 kB
~Get Your Files Here !/2. Tensor Operations/1. Segment Intro-en_US.srt
1.7 kB
~Get Your Files Here !/7. Derivatives and Differentiation/1. Segment Intro-en_US.srt
1.5 kB
~Get Your Files Here !/7. Derivatives and Differentiation/6. The Power Rule-en_US.srt
1.4 kB
~Get Your Files Here !/7. Derivatives and Differentiation/15. More Lectures are on their Way!-en_US.srt
584 Bytes
~Get Your Files Here !/Bonus Resources.txt
357 Bytes
Get Bonus Downloads Here.url
183 Bytes
~Get Your Files Here !/1. Data Structures for Linear Algebra/5. External URLs.txt
69 Bytes
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