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

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文件列表

  1. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/4. Eigenvectors and Eigenvalues.mp4 382MB
  2. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/3. Affine Transformations.mp4 169MB
  3. ~Get Your Files Here !/1. Data Structures for Linear Algebra/5. Scalars.mp4 160MB
  4. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/5. Regression with the Pseudoinverse.mp4 134MB
  5. ~Get Your Files Here !/1. Data Structures for Linear Algebra/1. What Linear Algebra Is.mp4 133MB
  6. ~Get Your Files Here !/3. Matrix Properties/6. Matrix Inversion.mp4 129MB
  7. ~Get Your Files Here !/3. Matrix Properties/3. Matrix Multiplication.mp4 114MB
  8. ~Get Your Files Here !/7. Derivatives and Differentiation/3. How Derivatives Arise from Limits.mp4 114MB
  9. ~Get Your Files Here !/1. Data Structures for Linear Algebra/7. Norms and Unit Vectors.mp4 107MB
  10. ~Get Your Files Here !/6. Limits/7. Calculating Limits.mp4 102MB
  11. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/1. Segment Intro.mp4 102MB
  12. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/4. The Moore-Penrose Pseudoinverse.mp4 98MB
  13. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/3. Data Compression with SVD.mp4 97MB
  14. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/8. Determinants and Eigenvalues.mp4 89MB
  15. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/9. Eigendecomposition.mp4 84MB
  16. ~Get Your Files Here !/1. Data Structures for Linear Algebra/9. Matrix Tensors.mp4 82MB
  17. ~Get Your Files Here !/1. Data Structures for Linear Algebra/6. Vectors and Vector Transposition.mp4 82MB
  18. ~Get Your Files Here !/3. Matrix Properties/9. Orthogonal Matrix Exercises.mp4 79MB
  19. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/2. Singular Value Decomposition.mp4 77MB
  20. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/10. Eigenvector and Eigenvalue Applications.mp4 76MB
  21. ~Get Your Files Here !/6. Limits/5. Calculus of the Infinitesimals.mp4 75MB
  22. ~Get Your Files Here !/7. Derivatives and Differentiation/2. The Delta Method.mp4 75MB
  23. ~Get Your Files Here !/6. Limits/6. Calculus Applications.mp4 70MB
  24. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/7. Principal Component Analysis (PCA).mp4 65MB
  25. ~Get Your Files Here !/7. Derivatives and Differentiation/13. Advanced Exercises on Derivative Rules.mp4 64MB
  26. ~Get Your Files Here !/1. Data Structures for Linear Algebra/2. Plotting a System of Linear Equations.mp4 57MB
  27. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/6. Determinants of Larger Matrices.mp4 54MB
  28. ~Get Your Files Here !/6. Limits/4. The Method of Exhaustion.mp4 54MB
  29. ~Get Your Files Here !/7. Derivatives and Differentiation/9. Exercises on Derivative Rules.mp4 53MB
  30. ~Get Your Files Here !/6. Limits/2. Intro to Differential Calculus.mp4 52MB
  31. ~Get Your Files Here !/2. Tensor Operations/9. Visualizing Linear Systems.mp4 50MB
  32. ~Get Your Files Here !/1. Data Structures for Linear Algebra/10. Generic Tensor Notation.mp4 46MB
  33. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/5. Matrix Determinants.mp4 45MB
  34. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/6. The Trace Operator.mp4 39MB
  35. ~Get Your Files Here !/1. Data Structures for Linear Algebra/3. Linear Algebra Exercise.mp4 38MB
  36. ~Get Your Files Here !/7. Derivatives and Differentiation/14. The Power Rule on a Function Chain.mp4 34MB
  37. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/8. Resources for Further Study of Linear Algebra.mp4 32MB
  38. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/2. Applying Matrices.mp4 32MB
  39. ~Get Your Files Here !/6. Limits/8. Exercises on Limits.mp4 30MB
  40. ~Get Your Files Here !/2. Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 30MB
  41. ~Get Your Files Here !/7. Derivatives and Differentiation/12. The Chain Rule.mp4 28MB
  42. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/7. Determinant Exercises.mp4 27MB
  43. ~Get Your Files Here !/3. Matrix Properties/2. The Frobenius Norm.mp4 27MB
  44. ~Get Your Files Here !/2. Tensor Operations/8. Solving Linear Systems with Elimination.mp4 26MB
  45. ~Get Your Files Here !/2. Tensor Operations/5. The Dot Product.mp4 26MB
  46. ~Get Your Files Here !/6. Limits/1. Segment Intro.mp4 24MB
  47. ~Get Your Files Here !/2. Tensor Operations/6. Exercises on Tensor Operations.mp4 23MB
  48. ~Get Your Files Here !/2. Tensor Operations/7. Solving Linear Systems with Substitution.mp4 22MB
  49. ~Get Your Files Here !/7. Derivatives and Differentiation/4. Derivative Notation.mp4 20MB
  50. ~Get Your Files Here !/3. Matrix Properties/8. Orthogonal Matrices.mp4 18MB
  51. ~Get Your Files Here !/3. Matrix Properties/5. Matrix Multiplication Exercises.mp4 18MB
  52. ~Get Your Files Here !/7. Derivatives and Differentiation/5. The Derivative of a Constant.mp4 18MB
  53. ~Get Your Files Here !/2. Tensor Operations/2. Tensor Transposition.mp4 16MB
  54. ~Get Your Files Here !/6. Limits/3. Intro to Integral Calculus.mp4 16MB
  55. ~Get Your Files Here !/7. Derivatives and Differentiation/10. The Product Rule.mp4 16MB
  56. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/1. Segment Intro.mp4 16MB
  57. ~Get Your Files Here !/7. Derivatives and Differentiation/8. The Sum Rule.mp4 15MB
  58. ~Get Your Files Here !/1. Data Structures for Linear Algebra/4. Tensors.mp4 15MB
  59. ~Get Your Files Here !/7. Derivatives and Differentiation/11. The Quotient Rule.mp4 14MB
  60. ~Get Your Files Here !/1. Data Structures for Linear Algebra/8. Basis, Orthogonal, and Orthonormal Vectors.mp4 14MB
  61. ~Get Your Files Here !/3. Matrix Properties/4. Symmetric and Identity Matrices.mp4 13MB
  62. ~Get Your Files Here !/3. Matrix Properties/7. Diagonal Matrices.mp4 13MB
  63. ~Get Your Files Here !/2. Tensor Operations/4. Tensor Reduction.mp4 12MB
  64. ~Get Your Files Here !/1. Data Structures for Linear Algebra/11. Exercises on Algebra Data Structures.mp4 11MB
  65. ~Get Your Files Here !/7. Derivatives and Differentiation/7. The Constant Multiple Rule.mp4 11MB
  66. ~Get Your Files Here !/7. Derivatives and Differentiation/15. More Lectures are on their Way!.mp4 8MB
  67. ~Get Your Files Here !/3. Matrix Properties/1. Segment Intro.mp4 5MB
  68. ~Get Your Files Here !/7. Derivatives and Differentiation/6. The Power Rule.mp4 5MB
  69. ~Get Your Files Here !/7. Derivatives and Differentiation/1. Segment Intro.mp4 3MB
  70. ~Get Your Files Here !/2. Tensor Operations/1. Segment Intro.mp4 3MB
  71. ~Get Your Files Here !/3. Matrix Properties/3. Matrix Multiplication-en_US.srt 28KB
  72. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/4. Eigenvectors and Eigenvalues-en_US.srt 27KB
  73. ~Get Your Files Here !/1. Data Structures for Linear Algebra/1. What Linear Algebra Is-en_US.srt 27KB
  74. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/1. Segment Intro-en_US.srt 21KB
  75. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/5. Regression with the Pseudoinverse-en_US.srt 21KB
  76. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/3. Affine Transformations-en_US.srt 20KB
  77. ~Get Your Files Here !/6. Limits/7. Calculating Limits-en_US.srt 20KB
  78. ~Get Your Files Here !/3. Matrix Properties/6. Matrix Inversion-en_US.srt 19KB
  79. ~Get Your Files Here !/7. Derivatives and Differentiation/2. The Delta Method-en_US.srt 17KB
  80. ~Get Your Files Here !/1. Data Structures for Linear Algebra/7. Norms and Unit Vectors-en_US.srt 16KB
  81. ~Get Your Files Here !/3. Matrix Properties/9. Orthogonal Matrix Exercises-en_US.srt 16KB
  82. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/8. Determinants and Eigenvalues-en_US.srt 16KB
  83. ~Get Your Files Here !/1. Data Structures for Linear Algebra/5. Scalars-en_US.srt 15KB
  84. ~Get Your Files Here !/6. Limits/2. Intro to Differential Calculus-en_US.srt 15KB
  85. ~Get Your Files Here !/7. Derivatives and Differentiation/3. How Derivatives Arise from Limits-en_US.srt 15KB
  86. ~Get Your Files Here !/7. Derivatives and Differentiation/9. Exercises on Derivative Rules-en_US.srt 14KB
  87. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/4. The Moore-Penrose Pseudoinverse-en_US.srt 13KB
  88. ~Get Your Files Here !/2. Tensor Operations/8. Solving Linear Systems with Elimination-en_US.srt 13KB
  89. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/10. Eigenvector and Eigenvalue Applications-en_US.srt 13KB
  90. ~Get Your Files Here !/7. Derivatives and Differentiation/13. Advanced Exercises on Derivative Rules-en_US.srt 13KB
  91. ~Get Your Files Here !/2. Tensor Operations/9. Visualizing Linear Systems-en_US.srt 13KB
  92. ~Get Your Files Here !/1. Data Structures for Linear Algebra/6. Vectors and Vector Transposition-en_US.srt 13KB
  93. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/9. Eigendecomposition-en_US.srt 12KB
  94. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/3. Data Compression with SVD-en_US.srt 12KB
  95. ~Get Your Files Here !/2. Tensor Operations/7. Solving Linear Systems with Substitution-en_US.srt 11KB
  96. ~Get Your Files Here !/6. Limits/5. Calculus of the Infinitesimals-en_US.srt 11KB
  97. ~Get Your Files Here !/1. Data Structures for Linear Algebra/2. Plotting a System of Linear Equations-en_US.srt 11KB
  98. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/2. Singular Value Decomposition-en_US.srt 11KB
  99. ~Get Your Files Here !/6. Limits/6. Calculus Applications-en_US.srt 11KB
  100. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/7. Principal Component Analysis (PCA)-en_US.srt 9KB
  101. ~Get Your Files Here !/1. Data Structures for Linear Algebra/9. Matrix Tensors-en_US.srt 9KB
  102. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/6. Determinants of Larger Matrices-en_US.srt 9KB
  103. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/5. Matrix Determinants-en_US.srt 8KB
  104. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/2. Applying Matrices-en_US.srt 8KB
  105. ~Get Your Files Here !/3. Matrix Properties/5. Matrix Multiplication Exercises-en_US.srt 8KB
  106. ~Get Your Files Here !/1. Data Structures for Linear Algebra/10. Generic Tensor Notation-en_US.srt 8KB
  107. ~Get Your Files Here !/6. Limits/4. The Method of Exhaustion-en_US.srt 8KB
  108. ~Get Your Files Here !/7. Derivatives and Differentiation/12. The Chain Rule-en_US.srt 7KB
  109. ~Get Your Files Here !/6. Limits/8. Exercises on Limits-en_US.srt 7KB
  110. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/8. Resources for Further Study of Linear Algebra-en_US.srt 6KB
  111. ~Get Your Files Here !/2. Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product-en_US.srt 6KB
  112. ~Get Your Files Here !/1. Data Structures for Linear Algebra/3. Linear Algebra Exercise-en_US.srt 6KB
  113. ~Get Your Files Here !/2. Tensor Operations/5. The Dot Product-en_US.srt 6KB
  114. ~Get Your Files Here !/3. Matrix Properties/8. Orthogonal Matrices-en_US.srt 6KB
  115. ~Get Your Files Here !/7. Derivatives and Differentiation/14. The Power Rule on a Function Chain-en_US.srt 6KB
  116. ~Get Your Files Here !/3. Matrix Properties/2. The Frobenius Norm-en_US.srt 6KB
  117. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/6. The Trace Operator-en_US.srt 6KB
  118. ~Get Your Files Here !/3. Matrix Properties/4. Symmetric and Identity Matrices-en_US.srt 5KB
  119. ~Get Your Files Here !/1. Data Structures for Linear Algebra/8. Basis, Orthogonal, and Orthonormal Vectors-en_US.srt 5KB
  120. ~Get Your Files Here !/4. Eigenvectors and Eigenvalues/7. Determinant Exercises-en_US.srt 5KB
  121. ~Get Your Files Here !/7. Derivatives and Differentiation/4. Derivative Notation-en_US.srt 5KB
  122. ~Get Your Files Here !/7. Derivatives and Differentiation/11. The Quotient Rule-en_US.srt 5KB
  123. ~Get Your Files Here !/7. Derivatives and Differentiation/10. The Product Rule-en_US.srt 4KB
  124. ~Get Your Files Here !/6. Limits/1. Segment Intro-en_US.srt 4KB
  125. ~Get Your Files Here !/2. Tensor Operations/2. Tensor Transposition-en_US.srt 4KB
  126. ~Get Your Files Here !/5. Matrix Operations for Machine Learning/1. Segment Intro-en_US.srt 4KB
  127. ~Get Your Files Here !/2. Tensor Operations/4. Tensor Reduction-en_US.srt 4KB
  128. ~Get Your Files Here !/7. Derivatives and Differentiation/7. The Constant Multiple Rule-en_US.srt 4KB
  129. ~Get Your Files Here !/3. Matrix Properties/7. Diagonal Matrices-en_US.srt 4KB
  130. ~Get Your Files Here !/1. Data Structures for Linear Algebra/4. Tensors-en_US.srt 3KB
  131. ~Get Your Files Here !/6. Limits/3. Intro to Integral Calculus-en_US.srt 3KB
  132. ~Get Your Files Here !/7. Derivatives and Differentiation/8. The Sum Rule-en_US.srt 3KB
  133. ~Get Your Files Here !/2. Tensor Operations/6. Exercises on Tensor Operations-en_US.srt 3KB
  134. ~Get Your Files Here !/3. Matrix Properties/1. Segment Intro-en_US.srt 3KB
  135. ~Get Your Files Here !/1. Data Structures for Linear Algebra/Introduction.html 3KB
  136. ~Get Your Files Here !/1. Data Structures for Linear Algebra/11. Exercises on Algebra Data Structures-en_US.srt 3KB
  137. ~Get Your Files Here !/7. Derivatives and Differentiation/5. The Derivative of a Constant-en_US.srt 2KB
  138. ~Get Your Files Here !/2. Tensor Operations/1. Segment Intro-en_US.srt 2KB
  139. ~Get Your Files Here !/7. Derivatives and Differentiation/1. Segment Intro-en_US.srt 1KB
  140. ~Get Your Files Here !/7. Derivatives and Differentiation/6. The Power Rule-en_US.srt 1KB
  141. ~Get Your Files Here !/7. Derivatives and Differentiation/15. More Lectures are on their Way!-en_US.srt 584B
  142. ~Get Your Files Here !/Bonus Resources.txt 357B
  143. Get Bonus Downloads Here.url 183B
  144. ~Get Your Files Here !/1. Data Structures for Linear Algebra/5. External URLs.txt 69B