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

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    • Files
    1. 1 - Welcome/1 -Introduction.mp443.77 MB
    2. 1 - Welcome/4 -How to Succeed in this Course.mp441.50 MB
    3. 1 - Welcome/2 -Outline.mp431.25 MB
    4. 1 - Welcome/3 -Where to Get the Code.mp422.50 MB
    5. 1 - Welcome/4 -How to Succeed in this Course.en_US.vtt11.54 KB
    6. 1 - Welcome/2 -Outline.en_US.vtt10.02 KB
    7. 1 - Welcome/1 -Introduction.en_US.vtt6.50 KB
    8. 1 - Welcome/3 -Where to Get the Code.en_US.vtt5.95 KB
    9. 1 - Welcome/3 -Github Link.url106 B
    10. 1 - Welcome/3 -Code Link.url90 B
    11. 10 - Advanced and Other Topics/4 -Why Does the Normal Distribution Integrate to 1.mp4178.69 MB
    12. 10 - Advanced and Other Topics/3 -Chain Rule of Probability.mp4117.51 MB
    13. 10 - Advanced and Other Topics/1 -The Gamma Distribution.mp475.95 MB
    14. 10 - Advanced and Other Topics/2 -The Beta Distribution.mp474.45 MB
    15. 10 - Advanced and Other Topics/4 -Why Does the Normal Distribution Integrate to 1.en_US.vtt21.63 KB
    16. 10 - Advanced and Other Topics/3 -Chain Rule of Probability.en_US.vtt13.52 KB
    17. 10 - Advanced and Other Topics/1 -The Gamma Distribution.en_US.vtt10.22 KB
    18. 10 - Advanced and Other Topics/2 -The Beta Distribution.en_US.vtt9.45 KB
    19. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4175.42 MB
    20. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.mp4147.28 MB
    21. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp468.32 MB
    22. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp424.29 MB
    23. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp422.71 MB
    24. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt17.52 KB
    25. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt13.92 KB
    26. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.en_US.vtt13.46 KB
    27. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt5.74 KB
    28. 11 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt5.09 KB
    29. 12 - Effective Learning Strategies for Machine Learning FAQ/5 -What order should I take your courses in (part 2).mp4105.85 MB
    30. 12 - Effective Learning Strategies for Machine Learning FAQ/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4103.49 MB
    31. 12 - Effective Learning Strategies for Machine Learning FAQ/2 -Can YouTube Teach Me Calculus (Optional).mp486.80 MB
    32. 12 - Effective Learning Strategies for Machine Learning FAQ/4 -What order should I take your courses in (part 1).mp477.90 MB
    33. 12 - Effective Learning Strategies for Machine Learning FAQ/1 -Math Order for Machine Learning & Data Science.mp475.55 MB
    34. 12 - Effective Learning Strategies for Machine Learning FAQ/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en_US.vtt28.24 KB
    35. 12 - Effective Learning Strategies for Machine Learning FAQ/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt21.20 KB
    36. 12 - Effective Learning Strategies for Machine Learning FAQ/5 -What order should I take your courses in (part 2).en_US.vtt20.67 KB
    37. 12 - Effective Learning Strategies for Machine Learning FAQ/1 -Math Order for Machine Learning & Data Science.en_US.vtt20.21 KB
    38. 12 - Effective Learning Strategies for Machine Learning FAQ/4 -What order should I take your courses in (part 1).en_US.vtt14.66 KB
    39. 13 - Appendix FAQ Finale/2 -BONUS.mp440.47 MB
    40. 13 - Appendix FAQ Finale/1 -What is the Appendix.mp416.21 MB
    41. 13 - Appendix FAQ Finale/2 -BONUS.en_US.vtt7.02 KB
    42. 13 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt3.32 KB
    43. 2 - Probability Basics/12 -Bayes' Rule Example.mp4145.55 MB
    44. 2 - Probability Basics/15 -Probability Tree Diagrams.mp4123.97 MB
    45. 2 - Probability Basics/13 -Independence.mp4116.32 MB
    46. 2 - Probability Basics/5 -Probability Models.mp495.12 MB
    47. 2 - Probability Basics/10 -Conditional Probability.mp490.73 MB
    48. 2 - Probability Basics/16 -Probability Basics Section Summary.mp484.93 MB
    49. 2 - Probability Basics/6 -Venn Diagrams.mp484.12 MB
    50. 2 - Probability Basics/2 -What Is Probability.mp472.88 MB
    51. 2 - Probability Basics/3 -Wrong Definition of Probability (Common Mistake).mp468.92 MB
    52. 2 - Probability Basics/11 -Bayes' Rule.mp457.02 MB
    53. 2 - Probability Basics/9 -Law of Total Probability.mp456.25 MB
    54. 2 - Probability Basics/7 -Properties of Probability Models.mp445.34 MB
    55. 2 - Probability Basics/4 -Wrong Definition of Probability (Example).mp432.88 MB
    56. 2 - Probability Basics/14 -Mutual Independence Example.mp431.40 MB
    57. 2 - Probability Basics/8 -Union Example.mp429.61 MB
    58. 2 - Probability Basics/17 -Suggestion Box.mp428.53 MB
    59. 2 - Probability Basics/1 -Probability Basics Section Introduction.mp418.53 MB
    60. 2 - Probability Basics/12 -Bayes' Rule Example.en_US.vtt15.09 KB
    61. 2 - Probability Basics/16 -Probability Basics Section Summary.en_US.vtt14 KB
    62. 2 - Probability Basics/15 -Probability Tree Diagrams.en_US.vtt13.44 KB
    63. 2 - Probability Basics/13 -Independence.en_US.vtt11.23 KB
    64. 2 - Probability Basics/10 -Conditional Probability.en_US.vtt10.48 KB
    65. 2 - Probability Basics/6 -Venn Diagrams.en_US.vtt10.43 KB
    66. 2 - Probability Basics/5 -Probability Models.en_US.vtt9.73 KB
    67. 2 - Probability Basics/2 -What Is Probability.en_US.vtt8.58 KB
    68. 2 - Probability Basics/3 -Wrong Definition of Probability (Common Mistake).en_US.vtt7.96 KB
    69. 2 - Probability Basics/11 -Bayes' Rule.en_US.vtt6.78 KB
    70. 2 - Probability Basics/9 -Law of Total Probability.en_US.vtt6.47 KB
    71. 2 - Probability Basics/1 -Probability Basics Section Introduction.en_US.vtt5.39 KB
    72. 2 - Probability Basics/7 -Properties of Probability Models.en_US.vtt4.95 KB
    73. 2 - Probability Basics/17 -Suggestion Box.en_US.vtt4.15 KB
    74. 2 - Probability Basics/8 -Union Example.en_US.vtt4.14 KB
    75. 2 - Probability Basics/14 -Mutual Independence Example.en_US.vtt3.50 KB
    76. 2 - Probability Basics/4 -Wrong Definition of Probability (Example).en_US.vtt3.45 KB
    77. 2 - Probability Basics/16 -PDF Document.url108 B
    78. 3 - Random Variables and Probability Distributions/3 -The Bernoulli Distribution.mp4142.36 MB
    79. 3 - Random Variables and Probability Distributions/5 -The Binomial Distribution.mp4126.79 MB
    80. 3 - Random Variables and Probability Distributions/7 -The Poisson Distribution.mp4100.48 MB
    81. 3 - Random Variables and Probability Distributions/6 -The Geometric Distribution.mp470.25 MB
    82. 3 - Random Variables and Probability Distributions/4 -The Categorical Distribution.mp465.59 MB
    83. 3 - Random Variables and Probability Distributions/9 -Discrete Random Variables Section Summary.mp463.20 MB
    84. 3 - Random Variables and Probability Distributions/8 -Visualizing Probability Distributions in Python.mp459.09 MB
    85. 3 - Random Variables and Probability Distributions/2 -What is a Random Variable.mp457.63 MB
    86. 3 - Random Variables and Probability Distributions/1 -Discrete Random Variables and Distributions Section Introduction.mp410.79 MB
    87. 3 - Random Variables and Probability Distributions/3 -The Bernoulli Distribution.en_US.vtt17.35 KB
    88. 3 - Random Variables and Probability Distributions/5 -The Binomial Distribution.en_US.vtt13.62 KB
    89. 3 - Random Variables and Probability Distributions/8 -Visualizing Probability Distributions in Python.en_US.vtt11.64 KB
    90. 3 - Random Variables and Probability Distributions/9 -Discrete Random Variables Section Summary.en_US.vtt10.85 KB
    91. 3 - Random Variables and Probability Distributions/7 -The Poisson Distribution.en_US.vtt10.59 KB
    92. 3 - Random Variables and Probability Distributions/6 -The Geometric Distribution.en_US.vtt8.84 KB
    93. 3 - Random Variables and Probability Distributions/4 -The Categorical Distribution.en_US.vtt7.98 KB
    94. 3 - Random Variables and Probability Distributions/2 -What is a Random Variable.en_US.vtt6.41 KB
    95. 3 - Random Variables and Probability Distributions/1 -Discrete Random Variables and Distributions Section Introduction.en_US.vtt2.45 KB
    96. 4 - Continuous Random Variables and Probability Density Functions/2 -Continuous Random Variables and Continuous Distributions.mp4130.98 MB
    97. 4 - Continuous Random Variables and Probability Density Functions/7 -The Normal Distribution (Gaussian Distribution).mp4103.30 MB
    98. 4 - Continuous Random Variables and Probability Density Functions/9 -Visualizing Continuous Probability Distributions in Python.mp482.88 MB
    99. 4 - Continuous Random Variables and Probability Density Functions/8 -The Laplace (Double Exponential) Distribution.mp473.44 MB
    100. 4 - Continuous Random Variables and Probability Density Functions/5 -The Uniform Distribution.mp472.20 MB
    101. 4 - Continuous Random Variables and Probability Density Functions/10 -Continuous Random Variables Section Summary.mp457.51 MB
    102. 4 - Continuous Random Variables and Probability Density Functions/6 -The Exponential Distribution.mp456.82 MB
    103. 4 - Continuous Random Variables and Probability Density Functions/4 -More About Continuous Distributions.mp450.12 MB
    104. 4 - Continuous Random Variables and Probability Density Functions/3 -Physics Analogy.mp436.69 MB
    105. 4 - Continuous Random Variables and Probability Density Functions/1 -Continuous Random Variables and Distributions Section Introduction.mp49.24 MB
    106. 4 - Continuous Random Variables and Probability Density Functions/9 -Visualizing Continuous Probability Distributions in Python.en_US.vtt15.10 KB
    107. 4 - Continuous Random Variables and Probability Density Functions/2 -Continuous Random Variables and Continuous Distributions.en_US.vtt12.74 KB
    108. 4 - Continuous Random Variables and Probability Density Functions/7 -The Normal Distribution (Gaussian Distribution).en_US.vtt11.72 KB
    109. 4 - Continuous Random Variables and Probability Density Functions/10 -Continuous Random Variables Section Summary.en_US.vtt10.34 KB
    110. 4 - Continuous Random Variables and Probability Density Functions/8 -The Laplace (Double Exponential) Distribution.en_US.vtt9.82 KB
    111. 4 - Continuous Random Variables and Probability Density Functions/5 -The Uniform Distribution.en_US.vtt8.79 KB
    112. 4 - Continuous Random Variables and Probability Density Functions/6 -The Exponential Distribution.en_US.vtt7.15 KB
    113. 4 - Continuous Random Variables and Probability Density Functions/4 -More About Continuous Distributions.en_US.vtt6.32 KB
    114. 4 - Continuous Random Variables and Probability Density Functions/3 -Physics Analogy.en_US.vtt4.14 KB
    115. 4 - Continuous Random Variables and Probability Density Functions/1 -Continuous Random Variables and Distributions Section Introduction.en_US.vtt2.10 KB
    116. 5 - More About Probability Distributions and Random Variables/23 -Exercise Sums of Jointly Normal Random Variables (Optional).mp4429.90 MB
    117. 5 - More About Probability Distributions and Random Variables/21 -Multidimensional Change of Variables (Continuous).mp4209.73 MB
    118. 5 - More About Probability Distributions and Random Variables/11 -Conditional Distributions and Bayes' Rule.mp4153.68 MB
    119. 5 - More About Probability Distributions and Random Variables/7 -Change of Variables (Functions of Random Variables) pt 2.mp4144.24 MB
    120. 5 - More About Probability Distributions and Random Variables/13 -Independence.mp4129.86 MB
    121. 5 - More About Probability Distributions and Random Variables/25 -CDFs and Multiple Random Variables Section Summary.mp4127.62 MB
    122. 5 - More About Probability Distributions and Random Variables/10 -Exercise Marginal of Bivariate Normal.mp4118.72 MB
    123. 5 - More About Probability Distributions and Random Variables/9 -Joint and Marginal Distributions pt 2.mp4114.13 MB
    124. 5 - More About Probability Distributions and Random Variables/12 -Exercise Conditioning with Joint Normal and Linear Regression.mp4113.00 MB
    125. 5 - More About Probability Distributions and Random Variables/20 -Multidimensional Change of Variables (Discrete).mp4112.87 MB
    126. 5 - More About Probability Distributions and Random Variables/15 -Multivariate Distributions and Random Vectors.mp4108.96 MB
    127. 5 - More About Probability Distributions and Random Variables/16 -Multivariate Normal Distribution Vector Gaussian.mp4104.88 MB
    128. 5 - More About Probability Distributions and Random Variables/24 -Visualizing CDFs and Joint Distributions in Python.mp495.50 MB
    129. 5 - More About Probability Distributions and Random Variables/18 -Exercise MVN to Bivariate Normal.mp495.23 MB
    130. 5 - More About Probability Distributions and Random Variables/17 -Multinomial Distribution.mp491.49 MB
    131. 5 - More About Probability Distributions and Random Variables/6 -Change of Variables (Functions of Random Variables) pt 1.mp489.69 MB
    132. 5 - More About Probability Distributions and Random Variables/4 -CDFs for Continuous Random Variables.mp489.63 MB
    133. 5 - More About Probability Distributions and Random Variables/2 -Cumulative Distribution Function (CDF).mp484.64 MB
    134. 5 - More About Probability Distributions and Random Variables/8 -Joint and Marginal Distributions pt 1.mp480.69 MB
    135. 5 - More About Probability Distributions and Random Variables/22 -Convolution From Adding Random Variables.mp480.03 MB
    136. 5 - More About Probability Distributions and Random Variables/19 -Exercise Multivariate Normal, Zero Correlation Implies Independence.mp477.91 MB
    137. 5 - More About Probability Distributions and Random Variables/5 -Exercise CDF of Normal Distribution.mp444.47 MB
    138. 5 - More About Probability Distributions and Random Variables/3 -Exercise CDF of Geometric Distribution.mp435.57 MB
    139. 5 - More About Probability Distributions and Random Variables/14 -Exercise Bivariate Normal with Zero Correlation.mp433.03 MB
    140. 5 - More About Probability Distributions and Random Variables/1 -More About Probability Distributions and Random Variables Section Introduction.mp421.74 MB
    141. 5 - More About Probability Distributions and Random Variables/23 -Exercise Sums of Jointly Normal Random Variables (Optional).en_US.vtt44.00 KB
    142. 5 - More About Probability Distributions and Random Variables/25 -CDFs and Multiple Random Variables Section Summary.en_US.vtt22.85 KB
    143. 5 - More About Probability Distributions and Random Variables/21 -Multidimensional Change of Variables (Continuous).en_US.vtt19.61 KB
    144. 5 - More About Probability Distributions and Random Variables/11 -Conditional Distributions and Bayes' Rule.en_US.vtt17.33 KB
    145. 5 - More About Probability Distributions and Random Variables/7 -Change of Variables (Functions of Random Variables) pt 2.en_US.vtt17.28 KB
    146. 5 - More About Probability Distributions and Random Variables/24 -Visualizing CDFs and Joint Distributions in Python.en_US.vtt14.37 KB
    147. 5 - More About Probability Distributions and Random Variables/9 -Joint and Marginal Distributions pt 2.en_US.vtt13.83 KB
    148. 5 - More About Probability Distributions and Random Variables/20 -Multidimensional Change of Variables (Discrete).en_US.vtt12.59 KB
    149. 5 - More About Probability Distributions and Random Variables/10 -Exercise Marginal of Bivariate Normal.en_US.vtt12.31 KB
    150. 5 - More About Probability Distributions and Random Variables/13 -Independence.en_US.vtt11.98 KB
    151. 5 - More About Probability Distributions and Random Variables/12 -Exercise Conditioning with Joint Normal and Linear Regression.en_US.vtt11.91 KB
    152. 5 - More About Probability Distributions and Random Variables/16 -Multivariate Normal Distribution Vector Gaussian.en_US.vtt11.33 KB
    153. 5 - More About Probability Distributions and Random Variables/18 -Exercise MVN to Bivariate Normal.en_US.vtt10.95 KB
    154. 5 - More About Probability Distributions and Random Variables/4 -CDFs for Continuous Random Variables.en_US.vtt10.91 KB
    155. 5 - More About Probability Distributions and Random Variables/15 -Multivariate Distributions and Random Vectors.en_US.vtt10.65 KB
    156. 5 - More About Probability Distributions and Random Variables/2 -Cumulative Distribution Function (CDF).en_US.vtt10.29 KB
    157. 5 - More About Probability Distributions and Random Variables/17 -Multinomial Distribution.en_US.vtt10.18 KB
    158. 5 - More About Probability Distributions and Random Variables/8 -Joint and Marginal Distributions pt 1.en_US.vtt9.49 KB
    159. 5 - More About Probability Distributions and Random Variables/6 -Change of Variables (Functions of Random Variables) pt 1.en_US.vtt9.47 KB
    160. 5 - More About Probability Distributions and Random Variables/19 -Exercise Multivariate Normal, Zero Correlation Implies Independence.en_US.vtt8.75 KB
    161. 5 - More About Probability Distributions and Random Variables/22 -Convolution From Adding Random Variables.en_US.vtt8.53 KB
    162. 5 - More About Probability Distributions and Random Variables/1 -More About Probability Distributions and Random Variables Section Introduction.en_US.vtt5.44 KB
    163. 5 - More About Probability Distributions and Random Variables/5 -Exercise CDF of Normal Distribution.en_US.vtt4.52 KB
    164. 5 - More About Probability Distributions and Random Variables/3 -Exercise CDF of Geometric Distribution.en_US.vtt4.27 KB
    165. 5 - More About Probability Distributions and Random Variables/14 -Exercise Bivariate Normal with Zero Correlation.en_US.vtt3.26 KB
    166. 6 - Expectation and Expected Values/11 -Covariance and Correlation.mp4162.25 MB
    167. 6 - Expectation and Expected Values/12 -Exercise Covariance and Correlation of Bivariate Normal.mp4144.17 MB
    168. 6 - Expectation and Expected Values/2 -Expected Value and Mean.mp4134.99 MB
    169. 6 - Expectation and Expected Values/7 -Exercise Mean and Variance of Normal.mp4111.35 MB
    170. 6 - Expectation and Expected Values/4 -Variance.mp4109.97 MB
    171. 6 - Expectation and Expected Values/3 -Properties of the Expected Value.mp4107.99 MB
    172. 6 - Expectation and Expected Values/9 -Moments, Skewness and Kurtosis.mp4107.74 MB
    173. 6 - Expectation and Expected Values/15 -Conditional Expectation pt 1.mp4106.10 MB
    174. 6 - Expectation and Expected Values/16 -Conditional Expectation pt 2.mp498.61 MB
    175. 6 - Expectation and Expected Values/8 -Exercise Mean and Variance of Exponential.mp470.42 MB
    176. 6 - Expectation and Expected Values/18 -Exercise Linear Combination of Normals.mp464.03 MB
    177. 6 - Expectation and Expected Values/14 -Exercise Correlation Measures Linear Relationships.mp461.92 MB
    178. 6 - Expectation and Expected Values/10 -Exercise Kurtosis of Normal Distribution.mp454.19 MB
    179. 6 - Expectation and Expected Values/19 -Exercise Mean and Variance of Weighted Sums.mp451.35 MB
    180. 6 - Expectation and Expected Values/6 -Exercise Mean and Variance of Poisson.mp450.29 MB
    181. 6 - Expectation and Expected Values/20 -Expectation Section Summary.mp441.18 MB
    182. 6 - Expectation and Expected Values/17 -Law of Total Expectation.mp435.67 MB
    183. 6 - Expectation and Expected Values/5 -Exercise Mean and Variance of Bernoulli.mp435.02 MB
    184. 6 - Expectation and Expected Values/13 -Exercise Zero Correlation Does Not Imply Independence.mp433.78 MB
    185. 6 - Expectation and Expected Values/1 -Expectation Section Introduction.mp415.41 MB
    186. 6 - Expectation and Expected Values/11 -Covariance and Correlation.en_US.vtt17.06 KB
    187. 6 - Expectation and Expected Values/12 -Exercise Covariance and Correlation of Bivariate Normal.en_US.vtt16.02 KB
    188. 6 - Expectation and Expected Values/2 -Expected Value and Mean.en_US.vtt15.41 KB
    189. 6 - Expectation and Expected Values/7 -Exercise Mean and Variance of Normal.en_US.vtt14.74 KB
    190. 6 - Expectation and Expected Values/9 -Moments, Skewness and Kurtosis.en_US.vtt12.08 KB
    191. 6 - Expectation and Expected Values/4 -Variance.en_US.vtt11.70 KB
    192. 6 - Expectation and Expected Values/15 -Conditional Expectation pt 1.en_US.vtt10.95 KB
    193. 6 - Expectation and Expected Values/3 -Properties of the Expected Value.en_US.vtt10.49 KB
    194. 6 - Expectation and Expected Values/16 -Conditional Expectation pt 2.en_US.vtt10.39 KB
    195. 6 - Expectation and Expected Values/8 -Exercise Mean and Variance of Exponential.en_US.vtt8.81 KB
    196. 6 - Expectation and Expected Values/18 -Exercise Linear Combination of Normals.en_US.vtt7.30 KB
    197. 6 - Expectation and Expected Values/14 -Exercise Correlation Measures Linear Relationships.en_US.vtt7.02 KB
    198. 6 - Expectation and Expected Values/6 -Exercise Mean and Variance of Poisson.en_US.vtt6.63 KB
    199. 6 - Expectation and Expected Values/10 -Exercise Kurtosis of Normal Distribution.en_US.vtt6.42 KB
    200. 6 - Expectation and Expected Values/20 -Expectation Section Summary.en_US.vtt6.30 KB
    201. 6 - Expectation and Expected Values/19 -Exercise Mean and Variance of Weighted Sums.en_US.vtt6.02 KB
    202. 6 - Expectation and Expected Values/5 -Exercise Mean and Variance of Bernoulli.en_US.vtt4.72 KB
    203. 6 - Expectation and Expected Values/1 -Expectation Section Introduction.en_US.vtt4.29 KB
    204. 6 - Expectation and Expected Values/17 -Law of Total Expectation.en_US.vtt4.08 KB
    205. 6 - Expectation and Expected Values/13 -Exercise Zero Correlation Does Not Imply Independence.en_US.vtt3.44 KB
    206. 7 - Generating Functions/11 -Moment Generating Functions for Random Vectors.mp4119.16 MB
    207. 7 - Generating Functions/13 -Exercise Weighted Sums of Normals.mp4105.72 MB
    208. 7 - Generating Functions/5 -Characteristic Functions.mp496.32 MB
    209. 7 - Generating Functions/4 -Exercise MGF of Normal.mp488.50 MB
    210. 7 - Generating Functions/2 -Moment Generating Functions (MGF).mp471.67 MB
    211. 7 - Generating Functions/10 -Exercise Distribution of Sum of Geometric Random Variables.mp462.01 MB
    212. 7 - Generating Functions/14 -Generating Functions in Python.mp461.17 MB
    213. 7 - Generating Functions/8 -Sums of Independent Random Variables.mp457.63 MB
    214. 7 - Generating Functions/9 -Exercise Distribution of Sum of Poisson Random Variables.mp444.92 MB
    215. 7 - Generating Functions/3 -Exercise MGF of Exponential.mp443.76 MB
    216. 7 - Generating Functions/7 -Exercise Characteristic Function of Normal.mp441.04 MB
    217. 7 - Generating Functions/6 -Exercise MGF Doesn't Exist.mp433.51 MB
    218. 7 - Generating Functions/15 -Generating Functions Section Summary.mp421.12 MB
    219. 7 - Generating Functions/12 -Characteristic Functions for Random Vectors.mp413.23 MB
    220. 7 - Generating Functions/1 -Generating Functions Section Introduction.mp411.78 MB
    221. 7 - Generating Functions/11 -Moment Generating Functions for Random Vectors.en_US.vtt14.39 KB
    222. 7 - Generating Functions/14 -Generating Functions in Python.en_US.vtt12.52 KB
    223. 7 - Generating Functions/5 -Characteristic Functions.en_US.vtt11.95 KB
    224. 7 - Generating Functions/13 -Exercise Weighted Sums of Normals.en_US.vtt11.77 KB
    225. 7 - Generating Functions/4 -Exercise MGF of Normal.en_US.vtt10.66 KB
    226. 7 - Generating Functions/2 -Moment Generating Functions (MGF).en_US.vtt8.01 KB
    227. 7 - Generating Functions/10 -Exercise Distribution of Sum of Geometric Random Variables.en_US.vtt7.59 KB
    228. 7 - Generating Functions/3 -Exercise MGF of Exponential.en_US.vtt5.56 KB
    229. 7 - Generating Functions/8 -Sums of Independent Random Variables.en_US.vtt5.38 KB
    230. 7 - Generating Functions/7 -Exercise Characteristic Function of Normal.en_US.vtt5.29 KB
    231. 7 - Generating Functions/9 -Exercise Distribution of Sum of Poisson Random Variables.en_US.vtt5.28 KB
    232. 7 - Generating Functions/6 -Exercise MGF Doesn't Exist.en_US.vtt4.75 KB
    233. 7 - Generating Functions/15 -Generating Functions Section Summary.en_US.vtt4.59 KB
    234. 7 - Generating Functions/1 -Generating Functions Section Introduction.en_US.vtt2.96 KB
    235. 7 - Generating Functions/12 -Characteristic Functions for Random Vectors.en_US.vtt945 B
    236. 8 - Inequalities/5 -Cauchy-Schwartz Inequality.mp498.44 MB
    237. 8 - Inequalities/3 -Markov Inequality.mp469.38 MB
    238. 8 - Inequalities/4 -Chebyshev Inequality.mp448.91 MB
    239. 8 - Inequalities/2 -Monotonicity.mp442.69 MB
    240. 8 - Inequalities/6 -Inequalities Section Summary.mp420.85 MB
    241. 8 - Inequalities/1 -Inequalities Section Introduction.mp48.41 MB
    242. 8 - Inequalities/5 -Cauchy-Schwartz Inequality.en_US.vtt11.45 KB
    243. 8 - Inequalities/3 -Markov Inequality.en_US.vtt8.47 KB
    244. 8 - Inequalities/4 -Chebyshev Inequality.en_US.vtt4.97 KB
    245. 8 - Inequalities/2 -Monotonicity.en_US.vtt4.80 KB
    246. 8 - Inequalities/6 -Inequalities Section Summary.en_US.vtt3.88 KB
    247. 8 - Inequalities/1 -Inequalities Section Introduction.en_US.vtt1.92 KB
    248. 9 - Limit Theorems/8 -Central Limit Theorem.mp4126.63 MB
    249. 9 - Limit Theorems/9 -LLN and CLT in Python.mp4125.87 MB
    250. 9 - Limit Theorems/3 -Weak Law of Large Numbers.mp4100.68 MB
    251. 9 - Limit Theorems/6 -Application Frequentist Perspective Revisited.mp442.27 MB
    252. 9 - Limit Theorems/10 -Limit Theorems Section Summary.mp440.53 MB
    253. 9 - Limit Theorems/7 -Convergence In Distribution.mp438.64 MB
    254. 9 - Limit Theorems/4 -Convergence With Probability 1 (Almost Sure Convergence).mp433.09 MB
    255. 9 - Limit Theorems/2 -Convergence In Probability.mp432.36 MB
    256. 9 - Limit Theorems/1 -Limit Theorems Section Introduction.mp424.85 MB
    257. 9 - Limit Theorems/5 -Strong Law of Large Numbers.mp423.47 MB
    258. 9 - Limit Theorems/9 -LLN and CLT in Python.en_US.vtt22.04 KB
    259. 9 - Limit Theorems/8 -Central Limit Theorem.en_US.vtt13.49 KB
    260. 9 - Limit Theorems/3 -Weak Law of Large Numbers.en_US.vtt10.06 KB
    261. 9 - Limit Theorems/1 -Limit Theorems Section Introduction.en_US.vtt6.11 KB
    262. 9 - Limit Theorems/10 -Limit Theorems Section Summary.en_US.vtt5.80 KB
    263. 9 - Limit Theorems/6 -Application Frequentist Perspective Revisited.en_US.vtt4.69 KB
    264. 9 - Limit Theorems/7 -Convergence In Distribution.en_US.vtt4.38 KB
    265. 9 - Limit Theorems/2 -Convergence In Probability.en_US.vtt3.65 KB
    266. 9 - Limit Theorems/4 -Convergence With Probability 1 (Almost Sure Convergence).en_US.vtt3.59 KB
    267. 9 - Limit Theorems/5 -Strong Law of Large Numbers.en_US.vtt2.44 KB
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