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[FreeCourseSite.com] Udemy - Data Science Masterclass With R! 4 Projects+8 Case Studies

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视频 2019-1-26 21:28 2024-12-27 12:44 293 15.78 GB 152
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文件列表
  1. 1. Meet Your Instructor/1. Meet Your Instructor.mp420.63MB
  2. 10. Introduction To Statistics/1. Intro To Stat - Part 1.mp4106.91MB
  3. 10. Introduction To Statistics/11. Intro To Stat - Part 6.mp469.45MB
  4. 10. Introduction To Statistics/12. Intro To Stat - Part 7.mp4163.79MB
  5. 10. Introduction To Statistics/14. Intro To Stat - Part 8.mp4115.16MB
  6. 10. Introduction To Statistics/16. Intro To Stat - Part 9.mp4108.25MB
  7. 10. Introduction To Statistics/18. Intro To Stat - Part 10.mp4144.94MB
  8. 10. Introduction To Statistics/20. Intro To Stat - Part 11.mp466.83MB
  9. 10. Introduction To Statistics/3. Intro To Stat - Part 2.mp471.12MB
  10. 10. Introduction To Statistics/5. Intro To Stat - Part 3.mp4123.21MB
  11. 10. Introduction To Statistics/7. Intro To Stat - Part 4.mp428.51MB
  12. 10. Introduction To Statistics/9. Intro To Stat - Part 5.mp4123.91MB
  13. 11. HYPOTHESIS Testing -1/1. Hypothesys Testing - Part 1.mp468.37MB
  14. 11. HYPOTHESIS Testing -1/3. Hypothesys Testing - Part 2.mp4104.72MB
  15. 11. HYPOTHESIS Testing -1/5. Hypothesys Testing - Part 3.mp4108.31MB
  16. 11. HYPOTHESIS Testing -1/6. Hypothesys Testing - Part 4.mp450.83MB
  17. 12. Hypothesis Testing in Practice/1. Hypothesys Testing in Practice - Part 1.mp4156.03MB
  18. 12. Hypothesis Testing in Practice/10. Chi Square -Part 1.mp497.18MB
  19. 12. Hypothesis Testing in Practice/12. Chi Square -Part 2.mp4126.22MB
  20. 12. Hypothesis Testing in Practice/14. ANOVA - Part 1.mp4106.23MB
  21. 12. Hypothesis Testing in Practice/16. ANOVA - Part 2.mp4157.41MB
  22. 12. Hypothesis Testing in Practice/17. What we discussed in the chapter so far - Summary of the Chapter.mp449MB
  23. 12. Hypothesis Testing in Practice/3. Hypothesys Testing in Practice - Part 2.mp4111.4MB
  24. 12. Hypothesis Testing in Practice/4. Hypothesys Testing in Practice - Part 3.mp4154.02MB
  25. 12. Hypothesis Testing in Practice/6. Hypothesys Testing in Practice - Part 4.mp4119.54MB
  26. 12. Hypothesis Testing in Practice/7. Hypothesys Testing in Practice - Part 5.mp494.59MB
  27. 12. Hypothesis Testing in Practice/9. Hypothesys Testing in Practice - Part 6.mp4141.7MB
  28. 13. Machine Learning Toolbox/1. Machine Learning Toolbox - Part 1.mp495.28MB
  29. 13. Machine Learning Toolbox/2. Machine Learning Toolbox - Part 2.mp472.72MB
  30. 14. Business Use Case Understaing/1. Business Case Understanding.mp489.78MB
  31. 15. Data Pre-Processing/1. Data Pre-Processing 1.mp4146.1MB
  32. 15. Data Pre-Processing/10. Data Pre-Processing 6.mp442.34MB
  33. 15. Data Pre-Processing/11. Data Pre-Processing 7.mp4135.37MB
  34. 15. Data Pre-Processing/3. Data Pre-Processing 2.mp4131.23MB
  35. 15. Data Pre-Processing/5. Data Pre-Processing 3.mp4100.52MB
  36. 15. Data Pre-Processing/7. Data Pre-Processing 4.mp489.43MB
  37. 15. Data Pre-Processing/8. Data Pre-Processing 5.mp4146.44MB
  38. 16. SUPERVISED LEARNING REGRESSION/1. Linear Regression 1.mp474.39MB
  39. 16. SUPERVISED LEARNING REGRESSION/10. Linear Regression 9 - Stepwise Regression.mp4160.57MB
  40. 16. SUPERVISED LEARNING REGRESSION/11. Linear Regression 10 - Dummy Variable.mp4108.4MB
  41. 16. SUPERVISED LEARNING REGRESSION/12. Linear Regression 11 - Non Linear.mp486.93MB
  42. 16. SUPERVISED LEARNING REGRESSION/2. Linear Regression 2.mp4114.13MB
  43. 16. SUPERVISED LEARNING REGRESSION/3. Linear Regression 3.mp4244.91MB
  44. 16. SUPERVISED LEARNING REGRESSION/4. Linear Regression 4.mp4172.52MB
  45. 16. SUPERVISED LEARNING REGRESSION/5. Linear Regression 5.mp4236.23MB
  46. 16. SUPERVISED LEARNING REGRESSION/6. Linear Regression 6.mp4128.16MB
  47. 16. SUPERVISED LEARNING REGRESSION/7. Linear Regression 7 - Correlation Part 1.mp4119.45MB
  48. 16. SUPERVISED LEARNING REGRESSION/8. Linear Regression 7 - Correlation Part 2.mp4138.63MB
  49. 16. SUPERVISED LEARNING REGRESSION/9. Linear Regression 8 - Stepwise Regression.mp497.4MB
  50. 17. Logistic Regression/1. Logistics Regression Intuition.mp496.84MB
  51. 17. Logistic Regression/2. R Code Implementation -Part1.mp451.5MB
  52. 17. Logistic Regression/3. R Code Implementation -Part2.mp4116.21MB
  53. 17. Logistic Regression/5. Model Evaluation.mp4110.6MB
  54. 17. Logistic Regression/7. Telecom Churn Case Study.mp4240.28MB
  55. 17. Logistic Regression/9. Summary.mp452.8MB
  56. 18. K-NN/1. K-NN Intuition.mp488.63MB
  57. 18. K-NN/2. K-NN R Code Implementation.mp4141.28MB
  58. 18. K-NN/4. K-NN Case Study.mp4173.94MB
  59. 19. SVM/1. SVM - Intuition.mp456.44MB
  60. 19. SVM/2. SVM - R Code Implementation.mp497.17MB
  61. 19. SVM/4. SVM - Model Tuning.mp487.43MB
  62. 19. SVM/6. SVM - Telecom Case Study.mp452.79MB
  63. 19. SVM/8. SVM - Non Separable Case.mp429.73MB
  64. 19. SVM/9. SVM - Pros and Cons.mp429.72MB
  65. 2. INTRODUCTION TO DATA SCIENCE/1. Introduction to Business Analytics.mp4107.63MB
  66. 2. INTRODUCTION TO DATA SCIENCE/3. Introduction to Machine Learning.mp4117.6MB
  67. 2. INTRODUCTION TO DATA SCIENCE/5. Introduction To Data Scientist.mp486.61MB
  68. 2. INTRODUCTION TO DATA SCIENCE/7. How to switch your career into ML.mp4117.46MB
  69. 2. INTRODUCTION TO DATA SCIENCE/9. How to switch your career into ML.mp431.18MB
  70. 20. Naive Bayes/1. Naive Bayes - Intuition.mp4136.64MB
  71. 20. Naive Bayes/2. Naive Bayes - R Code Implementation.mp496.08MB
  72. 20. Naive Bayes/3. Naive Bayes - Case Study.mp476.28MB
  73. 21. Decision Tree/1. Decision Tree Intuition.mp4102.51MB
  74. 21. Decision Tree/2. Decision Tree -How it works.mp467.82MB
  75. 21. Decision Tree/3. Decision Tree - R Code Implementation.mp4131.23MB
  76. 22. Random Forest/1. Random Forest - Intuition.mp481.89MB
  77. 22. Random Forest/2. Random Forest -R Code Implementation.mp454.3MB
  78. 22. Random Forest/3. Random Forest - Case Study.mp496.55MB
  79. 23. Capstone Project - Titanic Survival/1. Capstone Project -Introduction.mp4101.41MB
  80. 23. Capstone Project - Titanic Survival/2. Capstone Project - Data Understanding.mp459.01MB
  81. 23. Capstone Project - Titanic Survival/3. Capstone Project - Lazy Predictor.mp467.42MB
  82. 23. Capstone Project - Titanic Survival/4. Capstone Project - Data Preparation.mp472.5MB
  83. 23. Capstone Project - Titanic Survival/5. Capstone Project - Data Exploration.mp452.27MB
  84. 23. Capstone Project - Titanic Survival/6. Capstone Project - Feature Engineering.mp479.38MB
  85. 24. K-Mean Clustering/1. Unsupervised Learning Introduction.mp440.55MB
  86. 24. K-Mean Clustering/2. K-Mean Clustering Intuition.mp4148.43MB
  87. 24. K-Mean Clustering/3. K-Mean Clustering R Code Implementation.mp4174.02MB
  88. 24. K-Mean Clustering/4. K-Mean Clustering Case Study.mp4112.72MB
  89. 25. Hierarchical Clustering/1. Hierarchical Clustering Intuition.mp479.46MB
  90. 25. Hierarchical Clustering/2. Hierarchical Clustering R Code Implementation.mp4168.4MB
  91. 25. Hierarchical Clustering/3. Hierarchical Clustering Case Study.mp473.24MB
  92. 26. DBScan Clustering/1. DBScan Clustering -Intuition and R Code.mp4100.43MB
  93. 26. DBScan Clustering/2. DBScan Clustering - Case Study.mp485.77MB
  94. 27. Principal Component Analysis (PCA)/1. PCA - Intuition.mp480.14MB
  95. 27. Principal Component Analysis (PCA)/2. PCA - R Code Implementation.mp4181.91MB
  96. 27. Principal Component Analysis (PCA)/3. PCA - Case Study.mp4171.8MB
  97. 28. Association Rule Mining/1. Association Rule Mining -Introduction.mp4159.47MB
  98. 28. Association Rule Mining/2. Association Rule Mining -R Code Implementation.mp4111.88MB
  99. 28. Association Rule Mining/3. Association Rule Mining - Pre-Processing.mp471.77MB
  100. 28. Association Rule Mining/4. Association Rule Mining - Case Study.mp4204.13MB
  101. 29. Capstone Project - Big Mart Sell/1. Big Mart Sale - Data Structure.mp4112.05MB
  102. 29. Capstone Project - Big Mart Sell/2. Big Mart Sale - Univariate Analysis.mp4105.02MB
  103. 29. Capstone Project - Big Mart Sell/3. Big Mart Sale - Bi-Variate Analysis.mp483.42MB
  104. 29. Capstone Project - Big Mart Sell/4. Big Mart Sale - Fetature Engineering.mp4144.57MB
  105. 29. Capstone Project - Big Mart Sell/5. Big Mart Sale - Pre-Processing.mp4235.09MB
  106. 29. Capstone Project - Big Mart Sell/6. Big Mart Sale - Model Building & Evaluation.mp4201.04MB
  107. 3. Course Curriculum Overview/1. What We are Going to Discuss Over the Course.mp4218.64MB
  108. 30. Model Deployment/1. Model Deployment - Workflow.mp471.36MB
  109. 30. Model Deployment/2. Model Deployment - Pre Requisite.mp499.07MB
  110. 30. Model Deployment/3. Model Deployment - Steps To Follow.mp4199.42MB
  111. 30. Model Deployment/4. Model Deployment - Azure ML DEMO.mp4127.54MB
  112. 4. INTRODUCTION TO R/1. Introduction to R.mp4133.18MB
  113. 4. INTRODUCTION TO R/3. Setting up R.mp4114.57MB
  114. 5. R Programming/1. R Programming - R Operator.mp4120.92MB
  115. 5. R Programming/2. R Conditional Statement & Loop.mp484.9MB
  116. 5. R Programming/4. R Programming - R Function.mp4118.16MB
  117. 5. R Programming/6. R Programming - R Function #2.mp4103.51MB
  118. 5. R Programming/8. R Programming - R Function #3.mp450.75MB
  119. 6. R Data Structure/1. R Data Structure - Vector.mp4111.73MB
  120. 6. R Data Structure/10. R Data Structure - Factor.mp454.72MB
  121. 6. R Data Structure/13. R Data Structure - List.mp460.68MB
  122. 6. R Data Structure/4. Matrix, Array and Data Frame.mp4159.63MB
  123. 6. R Data Structure/8. A Deep Drive to R Data Frame.mp4148.91MB
  124. 7. Import and Export in R/1. Import CSV Data in R.mp491.45MB
  125. 7. Import and Export in R/11. Export Data in R - CSV & Excel.mp437.85MB
  126. 7. Import and Export in R/4. Import Text Data in R.mp433.7MB
  127. 7. Import and Export in R/7. Import Excel, Web Data in R.mp4139.57MB
  128. 7. Import and Export in R/9. Export Data in R - Text.mp419.75MB
  129. 8. Data Manipulation/1. Data Manipulation - Apply Function.mp4119.93MB
  130. 8. Data Manipulation/10. Data Manipulation - group by.mp4103.46MB
  131. 8. Data Manipulation/12. Data Manipulation - Date.mp498.06MB
  132. 8. Data Manipulation/3. Data Manipulation - select.mp4117.09MB
  133. 8. Data Manipulation/4. Data Manipulation - mutate.mp4176.04MB
  134. 8. Data Manipulation/5. Data Manipulation - filter.mp4189.31MB
  135. 8. Data Manipulation/6. Data Manipulation - arrange.mp4102.89MB
  136. 8. Data Manipulation/8. Data Manipulation - Pipe Operator.mp4138.98MB
  137. 9. Data Visualization/1. Introduction to Data Visualization & Scatter Plot.mp4114.97MB
  138. 9. Data Visualization/11. Data Visualization - Bar Plot.mp466.14MB
  139. 9. Data Visualization/13. Data Visualization - Pie Chart.mp461.08MB
  140. 9. Data Visualization/15. Data Visualization - Histogram.mp475.23MB
  141. 9. Data Visualization/17. Data Visualization - Density Plot.mp422.31MB
  142. 9. Data Visualization/19. Data Visualization - Box Plot.mp447.38MB
  143. 9. Data Visualization/21. Data Visualization - Mosaic Plot and Heat Map.mp472.4MB
  144. 9. Data Visualization/23. Data Visualization - 3D Plot.mp4113.83MB
  145. 9. Data Visualization/25. Correlation Plot and Word Cloud.mp4100.09MB
  146. 9. Data Visualization/27. Data Visualization - ggplot2 Part 1.mp4120.07MB
  147. 9. Data Visualization/28. Data Visualization - ggplot2 Part 2.mp482.54MB
  148. 9. Data Visualization/3. Data Visualization - mfrow.mp480.99MB
  149. 9. Data Visualization/30. Data Visualization - ggplot2 Part 3.mp4150.57MB
  150. 9. Data Visualization/5. Data Visualization - Color.mp410.31MB
  151. 9. Data Visualization/7. Data Visualization - pch.mp4132.6MB
  152. 9. Data Visualization/9. Data Visualization - Line Chart.mp432.5MB
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