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[ DevCourseWeb.com ] Udemy - Learn Data Mining and Machine Learning with Python

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DevCourseWeb com Udemy - Learn Data Mining and Machine Learning with Python

文件列表
  1. ~Get Your Files Here !/01 - Introduction/001 Introduction to Course.mp425.44MB
  2. ~Get Your Files Here !/01 - Introduction/002 Course Contents.mp49.05MB
  3. ~Get Your Files Here !/01 - Introduction/003 Control a pace of a video.mp43.8MB
  4. ~Get Your Files Here !/01 - Introduction/004 Introduction to Data Mining.mp49.27MB
  5. ~Get Your Files Here !/01 - Introduction/005 Business Applications of Data Mining.mp415.87MB
  6. ~Get Your Files Here !/01 - Introduction/006 Data Mining Process Pyramid.mp412.57MB
  7. ~Get Your Files Here !/01 - Introduction/007 Introduction to Machine Learning.mp410.64MB
  8. ~Get Your Files Here !/01 - Introduction/008 How Does Machine Learning Work.mp418.73MB
  9. ~Get Your Files Here !/01 - Introduction/009 Machine Learning Algorithms Types.mp416.62MB
  10. ~Get Your Files Here !/01 - Introduction/010 Reinforcement Learning overview.mp412.93MB
  11. ~Get Your Files Here !/02 - Setup Programming Environment/001 Install Anaconda package.mp429.65MB
  12. ~Get Your Files Here !/02 - Setup Programming Environment/002 Introduction to Jupyter.mp429.7MB
  13. ~Get Your Files Here !/02 - Setup Programming Environment/003 Introduction to Python Part-1(Create Lists).mp435.61MB
  14. ~Get Your Files Here !/02 - Setup Programming Environment/004 Introduction to Python Part-2 (Create Tuples & Dictionaries).mp421.53MB
  15. ~Get Your Files Here !/02 - Setup Programming Environment/005 Introduction to Python Part-3 (Loops & Functions).mp438.56MB
  16. ~Get Your Files Here !/02 - Setup Programming Environment/006 Introduction to Pandas Library.mp466.12MB
  17. ~Get Your Files Here !/02 - Setup Programming Environment/007 Introduction to NumPy & Matplotlib Libraries.mp425.26MB
  18. ~Get Your Files Here !/02 - Setup Programming Environment/008 Introduction to Scikit-learn Library.mp45.71MB
  19. ~Get Your Files Here !/03 - Supervised Learning Algorithms/001 Introduction to Supervised Learning Algorithms.mp46.26MB
  20. ~Get Your Files Here !/03 - Supervised Learning Algorithms/002 Types of Variables.mp49.57MB
  21. ~Get Your Files Here !/03 - Supervised Learning Algorithms/003 Introduction to Regression Analysis.mp421.26MB
  22. ~Get Your Files Here !/03 - Supervised Learning Algorithms/004 Regression Model Slope.mp429.56MB
  23. ~Get Your Files Here !/03 - Supervised Learning Algorithms/005 The Intercept Value.mp42.91MB
  24. ~Get Your Files Here !/03 - Supervised Learning Algorithms/006 R-Squared Value.mp428.56MB
  25. ~Get Your Files Here !/03 - Supervised Learning Algorithms/007 P-Value.mp417.43MB
  26. ~Get Your Files Here !/03 - Supervised Learning Algorithms/008 Simple Linear Regression.mp43.75MB
  27. ~Get Your Files Here !/03 - Supervised Learning Algorithms/010 Overview on the dataset.mp45.05MB
  28. ~Get Your Files Here !/03 - Supervised Learning Algorithms/011 Create Simple Linear Regression Model in Python-Part 1.mp438.52MB
  29. ~Get Your Files Here !/03 - Supervised Learning Algorithms/012 Create Simple Linear Regression Model in Python-Part 2.mp434.61MB
  30. ~Get Your Files Here !/03 - Supervised Learning Algorithms/013 Create Simple Linear Regression Model in Python-Part 3.mp425.97MB
  31. ~Get Your Files Here !/03 - Supervised Learning Algorithms/014 Create Simple Linear Regression Model in Python-Part 4.mp427.41MB
  32. ~Get Your Files Here !/03 - Supervised Learning Algorithms/015 Create Simple Linear Regression Model in Python-Part 5.mp456.93MB
  33. ~Get Your Files Here !/03 - Supervised Learning Algorithms/016 Multiple Linear Regression.mp414.19MB
  34. ~Get Your Files Here !/03 - Supervised Learning Algorithms/017 Dummy Variables.mp436.36MB
  35. ~Get Your Files Here !/03 - Supervised Learning Algorithms/019 Stepwise Approach.mp428.78MB
  36. ~Get Your Files Here !/03 - Supervised Learning Algorithms/020 Assumptions of Multiple Linear Regression.mp431.31MB
  37. ~Get Your Files Here !/03 - Supervised Learning Algorithms/021 Overview on the business problem data.mp47.64MB
  38. ~Get Your Files Here !/03 - Supervised Learning Algorithms/022 Create Multiple Linear Regression Model in Python-Part 1.mp433.62MB
  39. ~Get Your Files Here !/03 - Supervised Learning Algorithms/023 Create Multiple Linear Regression Model in Python-Part 2.mp451.01MB
  40. ~Get Your Files Here !/03 - Supervised Learning Algorithms/024 Create Multiple Linear Regression Model in Python-Part 3.mp492.09MB
  41. ~Get Your Files Here !/03 - Supervised Learning Algorithms/025 Create Multiple Linear Regression Model in Python-Part 4.mp461.71MB
  42. ~Get Your Files Here !/03 - Supervised Learning Algorithms/026 Polynomial Regression.mp410.86MB
  43. ~Get Your Files Here !/03 - Supervised Learning Algorithms/027 Overview on the business problem data.mp47.17MB
  44. ~Get Your Files Here !/03 - Supervised Learning Algorithms/028 Create Polynomial Regression Model in Python-Part 1.mp448.8MB
  45. ~Get Your Files Here !/03 - Supervised Learning Algorithms/029 Create Polynomial Regression Model in Python-Part 2.mp457.6MB
  46. ~Get Your Files Here !/03 - Supervised Learning Algorithms/030 Create Polynomial Regression Model in Python-Part 3.mp423.12MB
  47. ~Get Your Files Here !/03 - Supervised Learning Algorithms/032 Introduction to Classification.mp419.88MB
  48. ~Get Your Files Here !/03 - Supervised Learning Algorithms/033 Introduction to Logistic Regression.mp429.1MB
  49. ~Get Your Files Here !/03 - Supervised Learning Algorithms/034 Confusion Matrix.mp415.56MB
  50. ~Get Your Files Here !/03 - Supervised Learning Algorithms/035 Standard Scaler.mp412.16MB
  51. ~Get Your Files Here !/03 - Supervised Learning Algorithms/036 Overview on the business problem data.mp410.28MB
  52. ~Get Your Files Here !/03 - Supervised Learning Algorithms/037 Create Logistic Regression Model in Python-Part 1.mp463.07MB
  53. ~Get Your Files Here !/03 - Supervised Learning Algorithms/038 Create Logistic Regression Model in Python-Part 2.mp444.71MB
  54. ~Get Your Files Here !/03 - Supervised Learning Algorithms/039 KNN Classification Algorithm.mp417.76MB
  55. ~Get Your Files Here !/03 - Supervised Learning Algorithms/040 Create KNN Model in Python.mp451.93MB
  56. ~Get Your Files Here !/03 - Supervised Learning Algorithms/041 Support Vector Machine (SVM) Classification Algorithm.mp418.9MB
  57. ~Get Your Files Here !/03 - Supervised Learning Algorithms/042 Create Support Vector Machine in Python.mp445.85MB
  58. ~Get Your Files Here !/03 - Supervised Learning Algorithms/043 Naive Bayes Algorithm Part 1.mp419.82MB
  59. ~Get Your Files Here !/03 - Supervised Learning Algorithms/044 Naive Bayes Algorithm Part 2.mp427.92MB
  60. ~Get Your Files Here !/03 - Supervised Learning Algorithms/045 Create Naive Bayes Model in Python.mp421.58MB
  61. ~Get Your Files Here !/03 - Supervised Learning Algorithms/046 Decision Tree Algorithm.mp434.46MB
  62. ~Get Your Files Here !/03 - Supervised Learning Algorithms/047 Create Decision Tree Model in Python.mp418.81MB
  63. ~Get Your Files Here !/03 - Supervised Learning Algorithms/048 Random Forest Algorithm.mp46.07MB
  64. ~Get Your Files Here !/03 - Supervised Learning Algorithms/049 Create Random Forest Model in Python.mp436.01MB
  65. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/001 Review Unsupervised Learning Algorithms.mp48.52MB
  66. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/002 Hierarchical Clustering Algorithm.mp48.93MB
  67. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/003 Dendrogram Diagram Method.mp420.85MB
  68. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/004 Overview on the business problem data.mp44.18MB
  69. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/005 Create Hierarchical Clustering Algorithm in Python-1.mp460.73MB
  70. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/006 Create Hierarchical Clustering Algorithm in Python-2.mp456.11MB
  71. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/007 K-means Clustering Algorithm.mp416.17MB
  72. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/008 Using Elbow Method to Determine Optimal Number of Clusters.mp448.8MB
  73. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/009 Create K-means Clustering Algorithm Model in Python - 1.mp455MB
  74. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/010 Create K-means Clustering Algorithm Model in Python - 2.mp421.01MB
  75. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/011 Association Rules (Market Basket Analysis).mp452.22MB
  76. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/012 Overview on the business problem data.mp44.13MB
  77. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/013 Create Association Rules (Market Basket Analysis) Model in Python - 1.mp441.23MB
  78. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/014 Create Association Rules (Market Basket Analysis) Model in Python - 2.mp437.72MB
  79. ~Get Your Files Here !/04 - Unsupervised Learning Algorithms/015 Create Association Rules (Market Basket Analysis) Model in Python - 3.mp434.7MB
  80. ~Get Your Files Here !/05 - Deep Learning/001 Introduction to Deep Learning.mp436.05MB
  81. ~Get Your Files Here !/05 - Deep Learning/002 Use Deep Learning in Classification.mp413.25MB
  82. ~Get Your Files Here !/05 - Deep Learning/003 How Does Deep Learning Work.mp433.03MB
  83. ~Get Your Files Here !/05 - Deep Learning/004 Activation Functions.mp443.14MB
  84. ~Get Your Files Here !/05 - Deep Learning/005 What is Tensorflow.mp410.76MB
  85. ~Get Your Files Here !/05 - Deep Learning/006 Introduction to the Deep Learning Problem and Dataset.mp48.95MB
  86. ~Get Your Files Here !/05 - Deep Learning/007 Create Artificial Neural Network Model in Python Part-1.mp443.02MB
  87. ~Get Your Files Here !/05 - Deep Learning/008 Create Artificial Neural Network Model in Python Part-2.mp460.23MB
  88. ~Get Your Files Here !/05 - Deep Learning/009 Create Artificial Neural Network Model in Python Part-3.mp442.73MB
  89. ~Get Your Files Here !/06 - Appendix Statistics Overview/001 What is Statistics.mp46.05MB
  90. ~Get Your Files Here !/06 - Appendix Statistics Overview/002 Sample And Population.mp46.63MB
  91. ~Get Your Files Here !/06 - Appendix Statistics Overview/003 Descriptive and Inferential Statistics.mp48.18MB
  92. ~Get Your Files Here !/06 - Appendix Statistics Overview/004 Data types.mp422.52MB
  93. ~Get Your Files Here !/06 - Appendix Statistics Overview/005 Visualize Data.mp413.4MB
  94. ~Get Your Files Here !/06 - Appendix Statistics Overview/006 Histogram.mp436.88MB
  95. ~Get Your Files Here !/06 - Appendix Statistics Overview/007 Central Tendency Measures.mp415.1MB
  96. ~Get Your Files Here !/06 - Appendix Statistics Overview/008 Variability Measures.mp413.43MB
  97. ~Get Your Files Here !/06 - Appendix Statistics Overview/009 Calculate Central and Variability Measures (Practical).mp423.03MB
  98. ~Get Your Files Here !/06 - Appendix Statistics Overview/010 Symmetry and skewness in data.mp49.7MB
  99. ~Get Your Files Here !/06 - Appendix Statistics Overview/011 Correlation and Covariance.mp423.78MB
  100. ~Get Your Files Here !/06 - Appendix Statistics Overview/012 Introduction to Inferential Statistics.mp413.84MB
  101. ~Get Your Files Here !/06 - Appendix Statistics Overview/013 Discrete Probability Distributions.mp415.51MB
  102. ~Get Your Files Here !/06 - Appendix Statistics Overview/014 Normal Distribution.mp423.97MB
  103. ~Get Your Files Here !/06 - Appendix Statistics Overview/015 Variable standardization.mp411.24MB
  104. ~Get Your Files Here !/06 - Appendix Statistics Overview/016 Variable standardization Demo.mp48.9MB
  105. ~Get Your Files Here !/06 - Appendix Statistics Overview/017 Introduction to Central Limit Theorem.mp423.5MB
  106. ~Get Your Files Here !/06 - Appendix Statistics Overview/018 Estimators.mp47.4MB
  107. ~Get Your Files Here !/06 - Appendix Statistics Overview/019 Introduction to Confidence Interval.mp423.2MB
  108. ~Get Your Files Here !/06 - Appendix Statistics Overview/020 Calculate Confidence Interval for one Sample with a Known Population Variance.mp422.79MB
  109. ~Get Your Files Here !/06 - Appendix Statistics Overview/021 Introduction to the Business Problem.mp411.36MB
  110. ~Get Your Files Here !/06 - Appendix Statistics Overview/022 Calculate Confidence Interval in Excel.mp478.71MB
  111. ~Get Your Files Here !/06 - Appendix Statistics Overview/023 t - Distribution.mp421.7MB
  112. ~Get Your Files Here !/06 - Appendix Statistics Overview/024 Calculate Confidence Interval for one Sample with a Unknown Population Variance.mp432.06MB
  113. ~Get Your Files Here !/06 - Appendix Statistics Overview/025 Reduce Margin of Error.mp49.51MB
  114. ~Get Your Files Here !/06 - Appendix Statistics Overview/026 Confidence Interval for two Dependent Samples.mp45.58MB
  115. ~Get Your Files Here !/06 - Appendix Statistics Overview/027 Calculate Confidence Interval for two Dependent Samples in Excel.mp438.33MB
  116. ~Get Your Files Here !/06 - Appendix Statistics Overview/028 Confidence Interval for two Independent Samples with a Known Population Variance.mp418.24MB
  117. ~Get Your Files Here !/06 - Appendix Statistics Overview/029 Calculate Confidence Interval for two Independent Samples Known Var in Excel.mp437.62MB
  118. ~Get Your Files Here !/06 - Appendix Statistics Overview/030 Confidence Interval for two Independent Samples Unknown Population Variance.mp440.03MB
  119. ~Get Your Files Here !/06 - Appendix Statistics Overview/031 What is a Statistical Hypothesis.mp413.95MB
  120. ~Get Your Files Here !/06 - Appendix Statistics Overview/032 Types of Hypotheses.mp420.54MB
  121. ~Get Your Files Here !/06 - Appendix Statistics Overview/033 P-Value.mp410.46MB
  122. ~Get Your Files Here !/06 - Appendix Statistics Overview/035 Testing a Hypothesis for one Sample, Variance is Known.mp47.43MB
  123. ~Get Your Files Here !/06 - Appendix Statistics Overview/036 Testing the Hypothesis in Excel.mp436.22MB
  124. ~Get Your Files Here !/06 - Appendix Statistics Overview/037 Testing a Hypothesis for one Sample, Variance is Unknown.mp423.74MB
  125. ~Get Your Files Here !/06 - Appendix Statistics Overview/038 Testing a Hypothesis for two Dependent Samples.mp435.54MB
  126. ~Get Your Files Here !/06 - Appendix Statistics Overview/040 Testing a Hypothesis for two Independent Samples, Variance is Known.mp425.03MB
  127. ~Get Your Files Here !/06 - Appendix Statistics Overview/041 Testing a Hypothesis for two Independent Samples, Variance is Unknown.mp423.2MB
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