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[ DevCourseWeb.com ] Udemy - Probability - Stats - The Foundations Of Machine Learning

DevCourseWebUdemyProbabilityStatsFoundationsMachineLearning

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收录时间：2025-08-27

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文件列表：

  1. ~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4164.63 Mb
  2. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code.mp4163.49 Mb
  3. ~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data.mp4145.08 Mb
  4. ~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning.mp4141.54 Mb
  5. ~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code.mp4139.92 Mb
  6. ~Get Your Files Here !/3 - Applications and Rules for Probability/12 - Simulating coin flips for probability.mp4124.93 Mb
  7. ~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues.mp4124.29 Mb
  8. ~Get Your Files Here !/1 - Diving in with code/6 - Central tendency mean median mode.mp4118.55 Mb
  9. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance.mp4116.16 Mb
  10. ~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats.mp4113.45 Mb
  11. ~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional.mp493.89 Mb
  12. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities.mp487.88 Mb
  13. ~Get Your Files Here !/6 - Visualization in Intuition Building/28 - Visualizing joint distributions the road to ML success.mp487.16 Mb
  14. ~Get Your Files Here !/7 - Applications to the Real World/32 - Entropy The most important application of expected values.mp486.46 Mb
  15. ~Get Your Files Here !/1 - Diving in with code/2 - Getting started with code Feel of data.mp484.42 Mb
  16. ~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code.mp465.89 Mb
  17. ~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection.mp461.43 Mb
  18. ~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables.mp461.17 Mb
  19. ~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3.mp457.92 Mb
  20. ~Get Your Files Here !/3 - Applications and Rules for Probability/11 - Intro to uncertainty probability intuition.mp457.49 Mb
  21. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities.mp448.93 Mb
  22. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/20 - Quantifying events random variables.mp444 Mb
  23. ~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule.mp443.13 Mb
  24. ~Get Your Files Here !/2 - Measures of Spread/8 - Dispersion and spread in data variance standard deviation.mp442.98 Mb
  25. ~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding.mp429.17 Mb
  26. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code.mp428.12 Mb
  27. ~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference.mp426.65 Mb
  28. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code.mp424.33 Mb
  29. ~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities.mp418.66 Mb
  30. ~Get Your Files Here !/1 - Diving in with code/pdfs/06-prob-rules.pdf6.74 Mb
  31. ~Get Your Files Here !/1 - Diving in with code/pdfs/07-bayes-rule.pdf6.16 Mb
  32. ~Get Your Files Here !/1 - Diving in with code/pdfs/08-random-variables.pdf5.85 Mb
  33. ~Get Your Files Here !/1 - Diving in with code/pdfs/10-continuous-distributions.pdf5.68 Mb
  34. ~Get Your Files Here !/1 - Diving in with code/pdfs/06-counting.pdf5.52 Mb
  35. ~Get Your Files Here !/1 - Diving in with code/pdfs/12-entropy.pdf4.98 Mb
  36. ~Get Your Files Here !/1 - Diving in with code/pdfs/05-probability.pdf4.68 Mb
  37. ~Get Your Files Here !/1 - Diving in with code/pdfs/09-distributions.pdf3.44 Mb
  38. ~Get Your Files Here !/1 - Diving in with code/pdfs/13-mcmc.pdf3.13 Mb
  39. ~Get Your Files Here !/1 - Diving in with code/pdfs/14-kl-divergence.pdf2.67 Mb
  40. ~Get Your Files Here !/1 - Diving in with code/pdfs/01-intro-to-data.pdf2.53 Mb
  41. ~Get Your Files Here !/1 - Diving in with code/pdfs/11-expected-values.pdf1.63 Mb
  42. ~Get Your Files Here !/1 - Diving in with code/pdfs/02-averages.pdf1.02 Mb
  43. ~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf1001.26 Kb
  44. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/nhanes_2015_2016-checkpoint.csv744.5 Kb
  45. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/nhanes_2015_2016.csv744.5 Kb
  46. ~Get Your Files Here !/1 - Diving in with code/prob-cs/02-studying-variables.ipynb296.51 Kb
  47. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb296.51 Kb
  48. ~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb295.56 Kb
  49. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/sleep_data-checkpoint.csv280.63 Kb
  50. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/sleep_data.csv280.63 Kb
  51. ~Get Your Files Here !/1 - Diving in with code/prob-cs/06-joints-and-marginals.ipynb258.57 Kb
  52. ~Get Your Files Here !/1 - Diving in with code/prob-cs/04-coin-flips.ipynb148.36 Kb
  53. ~Get Your Files Here !/1 - Diving in with code/prob-cs/00-nhanes_data_basics.ipynb115.17 Kb
  54. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-nhanes_data_basics-checkpoint.ipynb115.17 Kb
  55. ~Get Your Files Here !/1 - Diving in with code/prob-cs/03-dispersion.ipynb87.02 Kb
  56. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/06-distributions-checkpoint.ipynb51.13 Kb
  57. ~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning English.srt46.98 Kb
  58. ~Get Your Files Here !/1 - Diving in with code/prob-cs/00-basic-python-crash-course.ipynb46.37 Kb
  59. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-basic-python-crash-course-checkpoint.ipynb46.37 Kb
  60. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities English.srt35.06 Kb
  61. ~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data English.srt34.9 Kb
  62. ~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats English.srt34.37 Kb
  63. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code English.srt31.55 Kb
  64. ~Get Your Files Here !/1 - Diving in with code/prob-cs/07-decision-tree.ipynb30.04 Kb
  65. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/07-decision-tree-checkpoint.ipynb30.04 Kb
  66. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance English.srt29.73 Kb
  67. ~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional English.srt25.33 Kb
  68. ~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code English.srt21.52 Kb
  69. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities English.srt20.89 Kb
  70. ~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference English.srt19.93 Kb
  71. ~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables English.srt18.64 Kb
  72. ~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues English.srt16.87 Kb
  73. ~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code English.srt16.83 Kb
  74. ~Get Your Files Here !/1 - Diving in with code/prob-cs/05-spam-detection.ipynb15.91 Kb
  75. ~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule English.srt15.68 Kb
  76. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/05-spam-detection-checkpoint.ipynb14.2 Kb
  77. ~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection English.srt13.4 Kb
  78. ~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities English.srt11.39 Kb
  79. ~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3 English.srt11.05 Kb
  80. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code English.srt9.23 Kb
  81. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/04-coin-flips-checkpoint.ipynb9.1 Kb
  82. ~Get Your Files Here !/1 - Diving in with code/prob-cs/01-data-types.ipynb8.98 Kb
  83. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code English.srt8.73 Kb
  84. ~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding English.srt7.98 Kb
  85. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/06-joints-and-marginals-checkpoint.ipynb7.17 Kb
  86. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/03-dispersion-checkpoint.ipynb7.12 Kb
  87. ~Get Your Files Here !/1 - Diving in with code/prob-cs/DS_Store6 Kb
  88. ~Get Your Files Here !/8 - Extra Resources/37 - Bonus Lecture.html4.85 Kb
  89. ~Get Your Files Here !/3 - Applications and Rules for Probability/17 - Section Review Tasks.html4.15 Kb
  90. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/zoo-checkpoint.data4.03 Kb
  91. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.data4.03 Kb
  92. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/01-data-types-checkpoint.ipynb2.85 Kb
  93. ~Get Your Files Here !/1 - Diving in with code/prob-cs/08-bayesian-inference.ipynb2.71 Kb
  94. ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/08-bayesian-inference-checkpoint.ipynb2.71 Kb
  95. ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.names2.53 Kb
  96. ~Get Your Files Here !/1 - Diving in with code/7 - Section Review Tasks.html2.16 Kb
  97. ~Get Your Files Here !/7 - Applications to the Real World/36 - Section Review Tasks.html2.11 Kb
  98. ~Get Your Files Here !/4 - Counting/19 - Section Review Tasks.html1.14 Kb
  99. ~Get Your Files Here !/5 - Random Variables Rationale and Applications/27 - Section Review Tasks.html896 Byte
  100. ~Get Your Files Here !/6 - Visualization in Intuition Building/30 - Section Review Tasks.html830 Byte
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