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Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)

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Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)
Language: English
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Size: 4.3 GB
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Files:
  1. Get Bonus Downloads Here.url 180 bytes
  2. 001 Introduction.html 2.6 KB
  3. 002 What Linear Algebra Is.mp4 133.0 MB
  4. 002 What Linear Algebra Is_en.srt 28.2 KB
  5. 003 Plotting a System of Linear Equations.mp4 57.1 MB
  6. 003 Plotting a System of Linear Equations_en.srt 11.4 KB
  7. 004 Linear Algebra Exercise.mp4 37.5 MB
  8. 004 Linear Algebra Exercise_en.srt 6.5 KB
  9. 005 Tensors.mp4 8.9 MB
  10. 005 Tensors_en.srt 3.2 KB
  11. 006 Scalars.mp4 92.1 MB
  12. 006 Scalars_en.srt 15.9 KB
  13. 007 Vectors and Vector Transposition.mp4 49.2 MB
  14. 007 Vectors and Vector Transposition_en.srt 13.2 KB
  15. 008 Norms and Unit Vectors.mp4 64.9 MB
  16. 008 Norms and Unit Vectors_en.srt 17.0 KB
  17. 009 Basis, Orthogonal, and Orthonormal Vectors.mp4 8.9 MB
  18. 009 Basis, Orthogonal, and Orthonormal Vectors_en.srt 5.5 KB
  19. 010 Matrix Tensors.mp4 45.2 MB
  20. 010 Matrix Tensors_en.srt 9.6 KB
  21. 011 Generic Tensor Notation.mp4 27.1 MB
  22. 011 Generic Tensor Notation_en.srt 8.3 KB
  23. 012 Exercises on Algebra Data Structures.mp4 6.5 MB
  24. 012 Exercises on Algebra Data Structures_en.srt 2.7 KB
  25. external-assets-links.txt 70 bytes
  26. 001 Segment Intro.mp4 2.0 MB
  27. 001 Segment Intro_en.srt 1.8 KB
  28. 002 Tensor Transposition.mp4 10.3 MB
  29. 002 Tensor Transposition_en.srt 4.1 KB
  30. 003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 18.3 MB
  31. 003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt 6.6 KB
  32. 004 Tensor Reduction.mp4 7.7 MB
  33. 004 Tensor Reduction_en.srt 3.9 KB
  34. 005 The Dot Product.mp4 16.0 MB
  35. 005 The Dot Product_en.srt 6.2 KB
  36. 006 Exercises on Tensor Operations.mp4 12.8 MB
  37. 006 Exercises on Tensor Operations_en.srt 3.0 KB
  38. 007 Solving Linear Systems with Substitution.mp4 14.7 MB
  39. 007 Solving Linear Systems with Substitution_en.srt 11.6 KB
  40. 008 Solving Linear Systems with Elimination.mp4 17.5 MB
  41. 008 Solving Linear Systems with Elimination_en.srt 13.9 KB
  42. 009 Visualizing Linear Systems.mp4 29.9 MB
  43. 009 Visualizing Linear Systems_en.srt 13.4 KB
  44. 001 Segment Intro.mp4 3.2 MB
  45. 001 Segment Intro_en.srt 2.8 KB
  46. 002 The Frobenius Norm.mp4 15.7 MB
  47. 002 The Frobenius Norm_en.srt 5.8 KB
  48. 003 Matrix Multiplication.mp4 70.5 MB
  49. 003 Matrix Multiplication_en.srt 28.8 KB
  50. 004 Symmetric and Identity Matrices.mp4 8.6 MB
  51. 004 Symmetric and Identity Matrices_en.srt 5.6 KB
  52. 005 Matrix Multiplication Exercises.mp4 11.8 MB
  53. 005 Matrix Multiplication Exercises_en.srt 8.4 KB
  54. 006 Matrix Inversion.mp4 74.5 MB
  55. 006 Matrix Inversion_en.srt 19.8 KB
  56. 007 Diagonal Matrices.mp4 8.2 MB
  57. 007 Diagonal Matrices_en.srt 3.7 KB
  58. 008 Orthogonal Matrices.mp4 11.2 MB
  59. 008 Orthogonal Matrices_en.srt 6.0 KB
  60. 009 Orthogonal Matrix Exercises.mp4 47.4 MB
  61. 009 Orthogonal Matrix Exercises_en.srt 16.5 KB
  62. 001 Segment Intro.mp4 101.5 MB
  63. 001 Segment Intro_en.srt 21.5 KB
  64. 002 Applying Matrices.mp4 18.8 MB
  65. 002 Applying Matrices_en.srt 8.4 KB
  66. 003 Affine Transformations.mp4 95.9 MB
  67. 003 Affine Transformations_en.srt 21.1 KB
  68. 004 Eigenvectors and Eigenvalues.mp4 202.3 MB
  69. 004 Eigenvectors and Eigenvalues_en.srt 28.4 KB
  70. 005 Matrix Determinants.mp4 45.4 MB
  71. 005 Matrix Determinants_en.srt 8.8 KB
  72. 006 Determinants of Larger Matrices.mp4 53.9 MB
  73. 006 Determinants of Larger Matrices_en.srt 9.5 KB
  74. 007 Determinant Exercises.mp4 27.4 MB
  75. 007 Determinant Exercises_en.srt 5.2 KB
  76. 008 Determinants and Eigenvalues.mp4 89.3 MB
  77. 008 Determinants and Eigenvalues_en.srt 16.4 KB
  78. 009 Eigendecomposition.mp4 83.9 MB
  79. 009 Eigendecomposition_en.srt 12.9 KB
  80. 010 Eigenvector and Eigenvalue Applications.mp4 75.8 MB
  81. 010 Eigenvector and Eigenvalue Applications_en.srt 13.8 KB
  82. 001 Segment Intro.mp4 15.8 MB
  83. 001 Segment Intro_en.srt 4.0 KB
  84. 002 Singular Value Decomposition.mp4 76.6 MB
  85. 002 Singular Value Decomposition_en.srt 11.2 KB
  86. 003 Data Compression with SVD.mp4 97.0 MB
  87. 003 Data Compression with SVD_en.srt 12.1 KB
  88. 004 The Moore-Penrose Pseudoinverse.mp4 97.7 MB
  89. 004 The Moore-Penrose Pseudoinverse_en.srt 13.9 KB
  90. 005 Regression with the Pseudoinverse.mp4 134.2 MB
  91. 005 Regression with the Pseudoinverse_en.srt 21.5 KB
  92. 006 The Trace Operator.mp4 38.8 MB
  93. 006 The Trace Operator_en.srt 5.7 KB
  94. 007 Principal Component Analysis (PCA).mp4 64.8 MB
  95. 007 Principal Component Analysis (PCA)_en.srt 9.9 KB
  96. 008 Resources for Further Study of Linear Algebra.mp4 31.7 MB
  97. 008 Resources for Further Study of Linear Algebra_en.srt 6.6 KB
  98. 001 Segment Intro.mp4 23.7 MB
  99. 001 Segment Intro_en.srt 4.4 KB
  100. 002 Intro to Differential Calculus.mp4 52.5 MB
  101. 002 Intro to Differential Calculus_en.srt 15.6 KB
  102. 003 Intro to Integral Calculus.mp4 15.9 MB
  103. 003 Intro to Integral Calculus_en.srt 3.2 KB
  104. 004 The Method of Exhaustion.mp4 53.6 MB
  105. 004 The Method of Exhaustion_en.srt 8.0 KB
  106. 005 Calculus of the Infinitesimals.mp4 75.3 MB
  107. 005 Calculus of the Infinitesimals_en.srt 11.4 KB
  108. 006 Calculus Applications.mp4 70.1 MB
  109. 006 Calculus Applications_en.srt 11.1 KB
  110. 007 Calculating Limits.mp4 102.4 MB
  111. 007 Calculating Limits_en.srt 20.7 KB
  112. 008 Exercises on Limits.mp4 30.4 MB
  113. 008 Exercises on Limits_en.srt 7.2 KB
  114. 001 Segment Intro.mp4 2.2 MB
  115. 001 Segment Intro_en.srt 1.5 KB
  116. 002 The Delta Method.mp4 45.9 MB
  117. 002 The Delta Method_en.srt 17.9 KB
  118. 003 How Derivatives Arise from Limits.mp4 66.0 MB
  119. 003 How Derivatives Arise from Limits_en.srt 15.4 KB
  120. 004 Derivative Notation.mp4 11.9 MB
  121. 004 Derivative Notation_en.srt 5.2 KB
  122. 005 The Derivative of a Constant.mp4 9.3 MB
  123. 005 The Derivative of a Constant_en.srt 2.0 KB
  124. 006 The Power Rule.mp4 2.8 MB
  125. 006 The Power Rule_en.srt 1.4 KB
  126. 007 The Constant Multiple Rule.mp4 6.9 MB
  127. 007 The Constant Multiple Rule_en.srt 3.9 KB
  128. 008 The Sum Rule.mp4 8.6 MB
  129. 008 The Sum Rule_en.srt 3.0 KB
  130. 009 Exercises on Derivative Rules.mp4 32.5 MB
  131. 009 Exercises on Derivative Rules_en.srt 14.6 KB
  132. 010 The Product Rule.mp4 10.1 MB
  133. 010 The Product Rule_en.srt 4.5 KB
  134. 011 The Quotient Rule.mp4 8.9 MB
  135. 011 The Quotient Rule_en.srt 4.8 KB
  136. 012 The Chain Rule.mp4 17.4 MB
  137. 012 The Chain Rule_en.srt 7.7 KB
  138. 013 Advanced Exercises on Derivative Rules.mp4 38.8 MB
  139. 013 Advanced Exercises on Derivative Rules_en.srt 13.8 KB
  140. 014 The Power Rule on a Function Chain.mp4 19.2 MB
  141. 014 The Power Rule on a Function Chain_en.srt 5.9 KB
  142. 001 Segment Intro.mp4 3.0 MB
  143. 001 Segment Intro_en.srt 2.3 KB
  144. 002 What Automatic Differentiation Is.mp4 12.2 MB
  145. 002 What Automatic Differentiation Is_en.srt 5.8 KB
  146. 003 Autodiff with PyTorch.mp4 14.9 MB
  147. 003 Autodiff with PyTorch_en.srt 7.4 KB
  148. 004 Autodiff with TensorFlow.mp4 11.3 MB
  149. 004 Autodiff with TensorFlow_en.srt 4.5 KB
  150. 005 The Line Equation as a Tensor Graph.mp4 116.6 MB
  151. 005 The Line Equation as a Tensor Graph_en.srt 24.3 KB
  152. 006 Machine Learning with Autodiff.mp4 213.1 MB
  153. 006 Machine Learning with Autodiff_en.srt 47.3 KB
  154. 001 Segment Intro.mp4 134.7 MB
  155. 001 Segment Intro_en.srt 28.7 KB
  156. 002 What Partial Derivatives Are.mp4 180.4 MB
  157. 002 What Partial Derivatives Are_en.srt 35.1 KB
  158. 003 Partial Derivative Exercises.mp4 26.9 MB
  159. 003 Partial Derivative Exercises_en.srt 7.4 KB
  160. 004 Calculating Partial Derivatives with Autodiff.mp4 28.8 MB
  161. 004 Calculating Partial Derivatives with Autodiff_en.srt 6.6 KB
  162. 005 Advanced Partial Derivatives.mp4 43.9 MB
  163. 005 Advanced Partial Derivatives_en.srt 17.1 KB
  164. 006 Advanced Partial-Derivative Exercises.mp4 14.1 MB
  165. 006 Advanced Partial-Derivative Exercises_en.srt 7.3 KB
  166. 007 Partial Derivative Notation.mp4 4.4 MB
  167. 007 Partial Derivative Notation_en.srt 3.1 KB
  168. 008 The Chain Rule for Partial Derivatives.mp4 19.1 MB
  169. 008 The Chain Rule for Partial Derivatives_en.srt 10.5 KB
  170. 009 Exercises on the Multivariate Chain Rule.mp4 13.8 MB
  171. 009 Exercises on the Multivariate Chain Rule_en.srt 6.3 KB
  172. 010 Point-by-Point Regression.mp4 90.7 MB
  173. 010 Point-by-Point Regression_en.srt 19.5 KB
  174. 011 The Gradient of Quadratic Cost.mp4 54.1 MB
  175. 011 The Gradient of Quadratic Cost_en.srt 18.3 KB
  176. 012 Descending the Gradient of Cost.mp4 72.0 MB
  177. 012 Descending the Gradient of Cost_en.srt 17.2 KB
  178. 013 The Gradient of Mean Squared Error.mp4 166.5 MB
  179. 013 The Gradient of Mean Squared Error_en.srt 31.8 KB
  180. 014 Backpropagation.mp4 22.9 MB
  181. 014 Backpropagation_en.srt 8.1 KB
  182. 015 Higher-Order Partial Derivatives.mp4 30.3 MB
  183. 015 Higher-Order Partial Derivatives_en.srt 16.0 KB
  184. 016 Exercise on Higher-Order Partial Derivatives.mp4 5.6 MB
  185. 016 Exercise on Higher-Order Partial Derivatives_en.srt 4.1 KB
  186. 001 Segment Intro.mp4 4.4 MB
  187. 001 Segment Intro_en.srt 3.5 KB
  188. 002 Binary Classification.mp4 16.5 MB
  189. 002 Binary Classification_en.srt 11.9 KB
  190. 003 The Confusion Matrix.mp4 4.0 MB
  191. 003 The Confusion Matrix_en.srt 3.3 KB
  192. 004 The Receiver-Operating Characteristic (ROC) Curve.mp4 18.4 MB
  193. 004 The Receiver-Operating Characteristic (ROC) Curve_en.srt 12.6 KB
  194. 005 What Integral Calculus Is.mp4 36.8 MB
  195. 005 What Integral Calculus Is_en.srt 7.3 KB
  196. 006 The Integral Calculus Rules.mp4 8.7 MB
  197. 006 The Integral Calculus Rules_en.srt 7.4 KB
  198. 007 Indefinite Integral Exercises.mp4 4.7 MB
  199. 007 Indefinite Integral Exercises_en.srt 3.7 KB
  200. 008 Definite Integrals.mp4 12.1 MB
  201. 008 Definite Integrals_en.srt 7.9 KB
  202. 009 Numeric Integration with Python.mp4 13.0 MB
  203. 009 Numeric Integration with Python_en.srt 5.9 KB
  204. 010 Definite Integral Exercise.mp4 16.9 MB
  205. 010 Definite Integral Exercise_en.srt 5.3 KB
  206. 011 Finding the Area Under the ROC Curve.mp4 7.7 MB
  207. 011 Finding the Area Under the ROC Curve_en.srt 4.3 KB
  208. 012 Resources for the Further Study of Calculus.mp4 7.6 MB
  209. 012 Resources for the Further Study of Calculus_en.srt 5.2 KB
  210. 013 More Lectures are on their Way_.mp4 7.6 MB
  211. 013 More Lectures are on their Way__en.srt 612 bytes
  212. Bonus Resources.txt 357 bytes

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