[ 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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种子哈希：4fcd6bfbbb63ab1d57a8900079bb2da2f5b68f3b
文件大小： 3.79G
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收录时间：2022-01-15
最近下载：2025-10-08

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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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