Udemy - Math 0-1 Calculus for Data Science & Machine Learning (2.2025)

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2025-06-19 03:37:314.13 GB1723251A6EB2063100A9870FAAC3BF88395D804A29F
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    • Files
    1. 1 - Introduction and Outline/2 -Outline.mp436.16 MB
    2. 1 - Introduction and Outline/1 -Introduction.mp425.41 MB
    3. 1 - Introduction and Outline/4 -Where to Get the Code.mp422.51 MB
    4. 1 - Introduction and Outline/3 -How to Succeed in this Course.mp416.21 MB
    5. 1 - Introduction and Outline/2 -Outline.en_US.vtt9.79 KB
    6. 1 - Introduction and Outline/4 -Where to Get the Code.en_US.vtt5.95 KB
    7. 1 - Introduction and Outline/1 -Introduction.en_US.vtt5.10 KB
    8. 1 - Introduction and Outline/3 -How to Succeed in this Course.en_US.vtt3.91 KB
    9. 1 - Introduction and Outline/4 -Github Link.url103 B
    10. 1 - Introduction and Outline/4 -Code Link.url90 B
    11. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4105.81 MB
    12. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp486.84 MB
    13. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp477.90 MB
    14. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp475.62 MB
    15. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp438.79 MB
    16. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en_US.vtt28.22 KB
    17. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt21.29 KB
    18. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).en_US.vtt20.91 KB
    19. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.en_US.vtt20.19 KB
    20. 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).en_US.vtt14.47 KB
    21. 11 - Appendix FAQ Finale/2 -BONUS.mp440.44 MB
    22. 11 - Appendix FAQ Finale/1 -What is the Appendix.mp416.22 MB
    23. 11 - Appendix FAQ Finale/2 -BONUS.en_US.vtt7.02 KB
    24. 11 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt3.34 KB
    25. 2 - Review/1 -Functions Review.mp4114.25 MB
    26. 2 - Review/2 -Functions Review in Python.mp467.57 MB
    27. 2 - Review/1 -Functions Review.en_US.vtt22.15 KB
    28. 2 - Review/2 -Functions Review in Python.en_US.vtt11.82 KB
    29. 3 - Limits/1 -What Are Limits.mp462.79 MB
    30. 3 - Limits/5 -Indeterminate Forms.mp460.53 MB
    31. 3 - Limits/6 -Limits in Python.mp438.88 MB
    32. 3 - Limits/8 -Limits Section Summary.mp434.81 MB
    33. 3 - Limits/2 -Precise Definition of Limit (Optional).mp432.31 MB
    34. 3 - Limits/4 -Infinities and Asymptotes.mp428.39 MB
    35. 3 - Limits/3 -Limit Laws.mp419.66 MB
    36. 3 - Limits/7 -Limits with Plotting in Python.mp418.66 MB
    37. 3 - Limits/1 -What Are Limits.en_US.vtt13.42 KB
    38. 3 - Limits/5 -Indeterminate Forms.en_US.vtt12.00 KB
    39. 3 - Limits/6 -Limits in Python.en_US.vtt8.19 KB
    40. 3 - Limits/4 -Infinities and Asymptotes.en_US.vtt5.90 KB
    41. 3 - Limits/2 -Precise Definition of Limit (Optional).en_US.vtt5.72 KB
    42. 3 - Limits/8 -Limits Section Summary.en_US.vtt3.80 KB
    43. 3 - Limits/3 -Limit Laws.en_US.vtt3.64 KB
    44. 3 - Limits/7 -Limits with Plotting in Python.en_US.vtt3.51 KB
    45. 4 - Derivatives From First Principles/1 -Slopes, Tangent Lines, and Derivatives.mp491.94 MB
    46. 4 - Derivatives From First Principles/2 -More On Tangent Lines, Derivative Checking.mp470.84 MB
    47. 4 - Derivatives From First Principles/7 -Alternate Notations & Higher Order Derivatives.mp437.13 MB
    48. 4 - Derivatives From First Principles/9 -Derivatives Section Summary.mp428.91 MB
    49. 4 - Derivatives From First Principles/6 -Exercise Root.mp425.40 MB
    50. 4 - Derivatives From First Principles/8 -Derivative Checking in Python.mp416.52 MB
    51. 4 - Derivatives From First Principles/4 -Exercise Cubic.mp414.99 MB
    52. 4 - Derivatives From First Principles/5 -Exercise Reciprocal.mp413.77 MB
    53. 4 - Derivatives From First Principles/3 -Exercise Quadratic.mp413.75 MB
    54. 4 - Derivatives From First Principles/1 -Slopes, Tangent Lines, and Derivatives.en_US.vtt17.58 KB
    55. 4 - Derivatives From First Principles/2 -More On Tangent Lines, Derivative Checking.en_US.vtt11.77 KB
    56. 4 - Derivatives From First Principles/7 -Alternate Notations & Higher Order Derivatives.en_US.vtt7.16 KB
    57. 4 - Derivatives From First Principles/9 -Derivatives Section Summary.en_US.vtt5.21 KB
    58. 4 - Derivatives From First Principles/6 -Exercise Root.en_US.vtt5.18 KB
    59. 4 - Derivatives From First Principles/4 -Exercise Cubic.en_US.vtt3.51 KB
    60. 4 - Derivatives From First Principles/3 -Exercise Quadratic.en_US.vtt3.16 KB
    61. 4 - Derivatives From First Principles/8 -Derivative Checking in Python.en_US.vtt3.02 KB
    62. 4 - Derivatives From First Principles/5 -Exercise Reciprocal.en_US.vtt2.67 KB
    63. 5 - Derivative Rules/7 -Product and Quotient Rules.mp4101.04 MB
    64. 5 - Derivative Rules/5 -Chain Rule.mp494.95 MB
    65. 5 - Derivative Rules/1 -Power Rule.mp460.71 MB
    66. 5 - Derivative Rules/8 -Exercises Product and Quotient Rules.mp454.35 MB
    67. 5 - Derivative Rules/17 -Trigonometric Functions (Optional).mp452.54 MB
    68. 5 - Derivative Rules/2 -Constant Multiple, Addition, Subtraction Rules.mp448.74 MB
    69. 5 - Derivative Rules/9 -Implicit Differentiation.mp444.87 MB
    70. 5 - Derivative Rules/6 -Exercises Chain Rule.mp444.10 MB
    71. 5 - Derivative Rules/13 -Exercise Derivatives of Hyperbolic Functions.mp443.11 MB
    72. 5 - Derivative Rules/3 -Exponent Rule.mp443.01 MB
    73. 5 - Derivative Rules/18 -Inverse Trigonometric Functions (Optional).mp440.78 MB
    74. 5 - Derivative Rules/10 -Logarithm Rule.mp438.79 MB
    75. 5 - Derivative Rules/12 -Logarithmic Differentiation.mp435.22 MB
    76. 5 - Derivative Rules/14 -Exercise Sum of Polynomials.mp434.23 MB
    77. 5 - Derivative Rules/15 -Exercise Gaussian Variance.mp433.37 MB
    78. 5 - Derivative Rules/11 -Implicit Differentiation Applications.mp432.83 MB
    79. 5 - Derivative Rules/4 -Exponent Rule (continued).mp430.11 MB
    80. 5 - Derivative Rules/16 -Exercise Entropy.mp426.99 MB
    81. 5 - Derivative Rules/19 -Derivative Rules Section Summary.mp426.94 MB
    82. 5 - Derivative Rules/5 -Chain Rule.en_US.vtt18.09 KB
    83. 5 - Derivative Rules/7 -Product and Quotient Rules.en_US.vtt16.51 KB
    84. 5 - Derivative Rules/1 -Power Rule.en_US.vtt10.70 KB
    85. 5 - Derivative Rules/8 -Exercises Product and Quotient Rules.en_US.vtt10.17 KB
    86. 5 - Derivative Rules/6 -Exercises Chain Rule.en_US.vtt9.64 KB
    87. 5 - Derivative Rules/17 -Trigonometric Functions (Optional).en_US.vtt9.62 KB
    88. 5 - Derivative Rules/9 -Implicit Differentiation.en_US.vtt8.91 KB
    89. 5 - Derivative Rules/18 -Inverse Trigonometric Functions (Optional).en_US.vtt8.26 KB
    90. 5 - Derivative Rules/2 -Constant Multiple, Addition, Subtraction Rules.en_US.vtt7.61 KB
    91. 5 - Derivative Rules/3 -Exponent Rule.en_US.vtt7.42 KB
    92. 5 - Derivative Rules/14 -Exercise Sum of Polynomials.en_US.vtt7.33 KB
    93. 5 - Derivative Rules/13 -Exercise Derivatives of Hyperbolic Functions.en_US.vtt7.20 KB
    94. 5 - Derivative Rules/12 -Logarithmic Differentiation.en_US.vtt6.86 KB
    95. 5 - Derivative Rules/15 -Exercise Gaussian Variance.en_US.vtt6.49 KB
    96. 5 - Derivative Rules/16 -Exercise Entropy.en_US.vtt6.25 KB
    97. 5 - Derivative Rules/4 -Exponent Rule (continued).en_US.vtt5.75 KB
    98. 5 - Derivative Rules/11 -Implicit Differentiation Applications.en_US.vtt5.65 KB
    99. 5 - Derivative Rules/10 -Logarithm Rule.en_US.vtt5.57 KB
    100. 5 - Derivative Rules/19 -Derivative Rules Section Summary.en_US.vtt5.19 KB
    101. 6 - Applications of Differentiation/10 -Newton's Method in Python.mp460.82 MB
    102. 6 - Applications of Differentiation/1 -Finding the Minimum Maximum.mp454.20 MB
    103. 6 - Applications of Differentiation/2 -Minimum Maximum Clarifications and Examples.mp446.73 MB
    104. 6 - Applications of Differentiation/9 -Newton's Method.mp441.67 MB
    105. 6 - Applications of Differentiation/6 -Exercise Gaussian 1.mp441.30 MB
    106. 6 - Applications of Differentiation/8 -l'Hopital's Rule.mp429.96 MB
    107. 6 - Applications of Differentiation/5 -Exercise Entropy.mp428.22 MB
    108. 6 - Applications of Differentiation/7 -Exercise Gaussian 2.mp427.06 MB
    109. 6 - Applications of Differentiation/11 -Applications Section Summary.mp424.15 MB
    110. 6 - Applications of Differentiation/4 -Exercise Minimums and Maximums.mp421.08 MB
    111. 6 - Applications of Differentiation/3 -Second Derivative Test.mp419.33 MB
    112. 6 - Applications of Differentiation/1 -Finding the Minimum Maximum.en_US.vtt11.34 KB
    113. 6 - Applications of Differentiation/10 -Newton's Method in Python.en_US.vtt8.46 KB
    114. 6 - Applications of Differentiation/2 -Minimum Maximum Clarifications and Examples.en_US.vtt8.08 KB
    115. 6 - Applications of Differentiation/6 -Exercise Gaussian 1.en_US.vtt7.92 KB
    116. 6 - Applications of Differentiation/9 -Newton's Method.en_US.vtt7.76 KB
    117. 6 - Applications of Differentiation/5 -Exercise Entropy.en_US.vtt5.72 KB
    118. 6 - Applications of Differentiation/8 -l'Hopital's Rule.en_US.vtt5.65 KB
    119. 6 - Applications of Differentiation/7 -Exercise Gaussian 2.en_US.vtt5.52 KB
    120. 6 - Applications of Differentiation/4 -Exercise Minimums and Maximums.en_US.vtt5.08 KB
    121. 6 - Applications of Differentiation/11 -Applications Section Summary.en_US.vtt3.45 KB
    122. 6 - Applications of Differentiation/3 -Second Derivative Test.en_US.vtt3.26 KB
    123. 7 - Integration (Calculus 2)/3 -Fundamental Theorem of Calculus (pt 1).mp4114.50 MB
    124. 7 - Integration (Calculus 2)/6 -Exercises Definite Integrals.mp460.14 MB
    125. 7 - Integration (Calculus 2)/8 -Exercises Improper Integrals.mp456.77 MB
    126. 7 - Integration (Calculus 2)/7 -Exercises Indefinite Integrals.mp455.81 MB
    127. 7 - Integration (Calculus 2)/2 -Area Under Curve.mp448.85 MB
    128. 7 - Integration (Calculus 2)/9 -Numerical Integration in Python.mp443.40 MB
    129. 7 - Integration (Calculus 2)/4 -Fundamental Theorem of Calculus (pt 2).mp441.49 MB
    130. 7 - Integration (Calculus 2)/5 -Definite and Indefinite Integrals.mp434.42 MB
    131. 7 - Integration (Calculus 2)/1 -Integrals Section Introduction.mp428.97 MB
    132. 7 - Integration (Calculus 2)/10 -Integration Section Summary.mp423.00 MB
    133. 7 - Integration (Calculus 2)/3 -Fundamental Theorem of Calculus (pt 1).en_US.vtt17.66 KB
    134. 7 - Integration (Calculus 2)/6 -Exercises Definite Integrals.en_US.vtt13.01 KB
    135. 7 - Integration (Calculus 2)/8 -Exercises Improper Integrals.en_US.vtt12.65 KB
    136. 7 - Integration (Calculus 2)/7 -Exercises Indefinite Integrals.en_US.vtt12.45 KB
    137. 7 - Integration (Calculus 2)/2 -Area Under Curve.en_US.vtt8.76 KB
    138. 7 - Integration (Calculus 2)/1 -Integrals Section Introduction.en_US.vtt7.87 KB
    139. 7 - Integration (Calculus 2)/9 -Numerical Integration in Python.en_US.vtt7.85 KB
    140. 7 - Integration (Calculus 2)/4 -Fundamental Theorem of Calculus (pt 2).en_US.vtt5.94 KB
    141. 7 - Integration (Calculus 2)/5 -Definite and Indefinite Integrals.en_US.vtt5.91 KB
    142. 7 - Integration (Calculus 2)/10 -Integration Section Summary.en_US.vtt3.57 KB
    143. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/8 -Optimization and Lagrange Multipliers (pt 1).mp4125.80 MB
    144. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/2 -Partial Differentiation.mp493.27 MB
    145. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/3 -The Gradient.mp490.93 MB
    146. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/9 -Optimization and Lagrange Multipliers (pt 2).mp480.94 MB
    147. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/4 -The Jacobian and Hessian.mp472.83 MB
    148. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/7 -Steepest Ascent in Python.mp470.78 MB
    149. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/10 -Vector Calculus Section Summary.mp468.48 MB
    150. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/5 -Differentials and Chain Rule in Multiple Dimensions.mp466.28 MB
    151. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/6 -Why is the Gradient the Direction of Steepest Ascent.mp466.02 MB
    152. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/1 -Functions of Multiple Variables.mp457.61 MB
    153. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/8 -Optimization and Lagrange Multipliers (pt 1).en_US.vtt25.31 KB
    154. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/3 -The Gradient.en_US.vtt17.55 KB
    155. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/2 -Partial Differentiation.en_US.vtt17.27 KB
    156. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/9 -Optimization and Lagrange Multipliers (pt 2).en_US.vtt15.74 KB
    157. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/4 -The Jacobian and Hessian.en_US.vtt13.66 KB
    158. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/5 -Differentials and Chain Rule in Multiple Dimensions.en_US.vtt12.71 KB
    159. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/1 -Functions of Multiple Variables.en_US.vtt11.70 KB
    160. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/6 -Why is the Gradient the Direction of Steepest Ascent.en_US.vtt11.61 KB
    161. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/7 -Steepest Ascent in Python.en_US.vtt10.67 KB
    162. 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/10 -Vector Calculus Section Summary.en_US.vtt9.67 KB
    163. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4147.05 MB
    164. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp468.33 MB
    165. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp452.63 MB
    166. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp424.25 MB
    167. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp422.73 MB
    168. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt17.41 KB
    169. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt13.83 KB
    170. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en_US.vtt13.27 KB
    171. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt5.70 KB
    172. 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt5.09 KB
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