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[CourserHub.com] Coursera - Mathematics for Machine Learning and Data Science Specialization

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文件列表
  1. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/01_course-introduction-by-andrew-ng.mp47.36MB
  2. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/02_course-introduction-by-luis-serrano.mp413.15MB
  3. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/03_machine-learning-motivation.mp417.37MB
  4. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/04_motivation-to-derivatives-part-i.mp412.37MB
  5. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/05_derivatives-and-tangents.mp42.53MB
  6. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/06_slopes-maxima-and-minima.mp43.96MB
  7. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/08_derivatives-and-their-notation.mp44.34MB
  8. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/09_some-common-derivatives-lines.mp45.76MB
  9. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/10_some-common-derivatives-quadratics.mp45.13MB
  10. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/11_some-common-derivatives-higher-degree-polynomials.mp44.44MB
  11. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/12_some-common-derivatives-other-power-functions.mp45.45MB
  12. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/13_the-inverse-function-and-its-derivative.mp412.91MB
  13. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/14_derivative-of-trigonometric-functions.mp45.97MB
  14. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/15_meaning-of-the-exponential-e.mp412.5MB
  15. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/16_the-derivative-of-e-x.mp43.16MB
  16. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/17_the-derivative-of-log-x.mp47.24MB
  17. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/18_existence-of-the-derivative.mp48.61MB
  18. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/19_properties-of-the-derivative-multiplication-by-scalars.mp46.23MB
  19. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/20_properties-of-the-derivative-the-sum-rule.mp44.17MB
  20. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/21_properties-of-the-derivative-the-product-rule.mp44.68MB
  21. machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/22_properties-of-the-derivative-the-chain-rule.mp46.21MB
  22. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/01_introduction-to-optimization.mp49.35MB
  23. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/02_optimization-of-squared-loss-the-one-powerline-problem.mp45.02MB
  24. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/03_optimization-of-squared-loss-the-two-powerline-problem.mp45.72MB
  25. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/04_optimization-of-squared-loss-the-three-powerline-problem.mp46.1MB
  26. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/05_optimization-of-log-loss-part-1.mp411.95MB
  27. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/06_optimization-of-log-loss-part-2.mp43.52MB
  28. machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/07_week-1-conclusion.mp43.21MB
  29. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/01_introduction-to-tangent-planes.mp410.86MB
  30. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/02_partial-derivatives-part-1.mp46.17MB
  31. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/03_partial-derivatives-part-2.mp43.15MB
  32. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/04_gradients.mp43.71MB
  33. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/05_gradients-and-maxima-minima.mp44.48MB
  34. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/06_optimization-with-gradients-an-example.mp410.33MB
  35. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/07_optimization-using-gradients-analytical-method.mp411.44MB
  36. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/01_optimization-using-gradient-descent-in-one-variable-part-1.mp46.39MB
  37. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/02_optimization-using-gradient-descent-in-one-variable-part-2.mp46.7MB
  38. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/03_optimization-using-gradient-descent-in-one-variable-part-3.mp42.35MB
  39. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/04_optimization-using-gradient-descent-in-two-variables-part-1.mp42.64MB
  40. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/05_optimization-using-gradient-descent-in-two-variables-part-2.mp47.07MB
  41. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/06_optimization-using-gradient-descent-least-squares.mp43.84MB
  42. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/07_optimization-using-gradient-descent-least-squares-with-multiple-observations.mp46.63MB
  43. machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/08_week-2-conclusion.mp42.33MB
  44. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/01_regression-with-a-perceptron.mp48.86MB
  45. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/02_regression-with-a-perceptron-loss-function.mp44.29MB
  46. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/03_regression-with-a-perceptron-gradient-descent.mp48.35MB
  47. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/04_classification-with-perceptron.mp48.73MB
  48. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/05_classification-with-perceptron-the-sigmoid-function.mp45.21MB
  49. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/06_classification-with-perceptron-gradient-descent.mp46.22MB
  50. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/07_classification-with-perceptron-calculating-the-derivatives.mp410.27MB
  51. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/08_classification-with-a-neural-network.mp410.17MB
  52. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/09_classification-with-a-neural-network-minimizing-log-loss.mp411.58MB
  53. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/10_gradient-descent-and-backpropagation.mp49.47MB
  54. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/01_newtons-method.mp48.17MB
  55. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/02_newtons-method-an-example.mp44.66MB
  56. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/03_the-second-derivative.mp414.65MB
  57. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/04_the-hessian.mp49.75MB
  58. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/05_hessians-and-concavity.mp48.7MB
  59. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/06_newtons-method-for-two-variables.mp47.11MB
  60. machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/07_week-3-conclusion.mp44.29MB
  61. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/01_specialization-introduction.mp426.53MB
  62. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/02_course-introduction.mp46.62MB
  63. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/03_what-to-expect-and-how-to-succeed.mp46.91MB
  64. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/01_machine-learning-motivation.mp49.47MB
  65. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/03_system-of-sentences.mp410.28MB
  66. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/04_system-of-equations.mp414.06MB
  67. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/05_system-of-equations-as-lines.mp413.91MB
  68. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/06_a-geometric-notion-of-singularity.mp45.58MB
  69. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/07_singular-vs-nonsingular-matrices.mp45.06MB
  70. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/08_linear-dependence-and-independence.mp45.4MB
  71. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/09_the-determinant.mp45.42MB
  72. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/01_system-of-equations-3x3.mp46.32MB
  73. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/02_singular-vs-non-singular-matrices-3x3.mp43.66MB
  74. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/03_system-of-equations-as-planes-3x3.mp45.36MB
  75. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/04_linear-dependence-and-independence-3x3.mp48.64MB
  76. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/05_the-determinant-3x3.mp49.91MB
  77. machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/06_conclusion.mp42.46MB
  78. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/01_machine-learning-motivation.mp43.24MB
  79. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/03_solving-non-singular-system-of-linear-equations.mp49.99MB
  80. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/04_solving-singular-systems-of-linear-equations.mp44.16MB
  81. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/05_solving-systems-of-equations-with-more-variables.mp42.91MB
  82. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/06_matrix-row-reduction.mp46.77MB
  83. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/07_row-operations-that-preserve-singularity.mp46.82MB
  84. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/01_the-rank-of-a-matrix.mp48.48MB
  85. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/02_the-rank-of-a-matrix-in-general.mp43.99MB
  86. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/03_row-echelon-form.mp45.18MB
  87. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/04_row-echelon-form-in-general.mp45.26MB
  88. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/05_reduced-row-echelon-form.mp44.97MB
  89. machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/06_conclusion.mp45.73MB
  90. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/01_machine-learning-motivation.mp48.98MB
  91. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/03_vectors-and-their-properties.mp45.89MB
  92. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/04_sum-and-difference-of-vectors.mp42.01MB
  93. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/05_distance-between-vectors.mp41.13MB
  94. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/06_multiplying-a-vector-by-a-scalar.mp41.05MB
  95. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/07_the-dot-product.mp45.01MB
  96. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/08_geometric-dot-product.mp44.58MB
  97. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/09_multiplying-a-matrix-by-a-vector.mp44.01MB
  98. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/01_matrices-as-linear-transformations.mp47MB
  99. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/02_linear-transformations-as-matrices.mp43.13MB
  100. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/03_matrix-multiplication.mp47.04MB
  101. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/04_the-identity-matrix.mp43.92MB
  102. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/05_matrix-inverse.mp46.81MB
  103. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/06_which-matrices-have-an-inverse.mp43.2MB
  104. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/07_neural-networks-and-matrices.mp412.1MB
  105. machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/08_conclusion.mp42.72MB
  106. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/01_machine-learning-motivation.mp47.36MB
  107. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/03_singularity-and-rank-of-linear-transformations.mp46.63MB
  108. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/04_determinant-as-an-area.mp45.88MB
  109. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/05_determinant-of-a-product.mp45.58MB
  110. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/06_determinants-of-inverses.mp43.74MB
  111. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/01_bases-in-linear-algebra.mp44MB
  112. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/02_span-in-linear-algebra.mp46.52MB
  113. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/03_eigenbases.mp45.79MB
  114. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/04_eigenvalues-and-eigenvectors.mp47.47MB
  115. machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/05_conclusion.mp42.74MB
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