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文件列表
  1. 01 Get Excited/001 Welcome to Data Science A-ZTM.mp434.78MB
  2. 02 What is Data Science/002 Intro what you will learn in this section.mp47.7MB
  3. 02 What is Data Science/003 Profession of the future.mp426.89MB
  4. 02 What is Data Science/004 Areas of Data Science.mp419.16MB
  5. 02 What is Data Science/005 IMPORTANT Course Pathways.mp418.64MB
  6. 03 --------------------------- Part 1 Visualisation ---------------------------/007 Welcome to Part 1.mp430.38MB
  7. 04 Introduction to Tableau/008 Intro what you will learn in this section.mp413.34MB
  8. 04 Introduction to Tableau/009 Installing Tableau Desktop and Tableau Public FREE.mp441.92MB
  9. 04 Introduction to Tableau/010 Challenge description view data in file.mp421.16MB
  10. 04 Introduction to Tableau/011 Connecting Tableau to a Data file - CSV file.mp424.9MB
  11. 04 Introduction to Tableau/012 Navigating Tableau - Measures and Dimensions.mp425.14MB
  12. 04 Introduction to Tableau/013 Creating a calculated field.mp423.3MB
  13. 04 Introduction to Tableau/014 Adding colours.mp425.94MB
  14. 04 Introduction to Tableau/015 Adding labels and formatting.mp441.71MB
  15. 04 Introduction to Tableau/016 Exporting your worksheet.mp437.37MB
  16. 04 Introduction to Tableau/017 Section Recap.mp45.62MB
  17. 05 How to use Tableau for Data Mining/018 Intro what you will learn in this section.mp413.28MB
  18. 05 How to use Tableau for Data Mining/019 Get the Dataset Project Overview.mp424.06MB
  19. 05 How to use Tableau for Data Mining/020 Connecting Tableau to an Excel File.mp419.75MB
  20. 05 How to use Tableau for Data Mining/021 How to visualise an ad-hoc A-B test in Tableau.mp419.84MB
  21. 05 How to use Tableau for Data Mining/022 Working with Aliases.mp416.39MB
  22. 05 How to use Tableau for Data Mining/023 Adding a Reference Line.mp421.91MB
  23. 05 How to use Tableau for Data Mining/024 Looking for anomalies.mp434.41MB
  24. 05 How to use Tableau for Data Mining/025 Handy trick to validate your approach data.mp437.28MB
  25. 05 How to use Tableau for Data Mining/026 Section Recap.mp416.2MB
  26. 06 Advanced Data Mining With Tableau/027 Intro what you will learn in this section.mp415.2MB
  27. 06 Advanced Data Mining With Tableau/028 Creating bins Visualizing distributions.mp444.17MB
  28. 06 Advanced Data Mining With Tableau/029 Creating a classification test for a numeric variable.mp420.8MB
  29. 06 Advanced Data Mining With Tableau/030 Combining two charts and working with them in Tableau.mp426.91MB
  30. 06 Advanced Data Mining With Tableau/031 Validating Tableau Data Mining with a Chi-Squared test.mp450.48MB
  31. 06 Advanced Data Mining With Tableau/032 Chi-Squared test when there is more than 2 categories.mp421.34MB
  32. 06 Advanced Data Mining With Tableau/033 Visualising Balance and Estimated Salary distribution.mp471.09MB
  33. 06 Advanced Data Mining With Tableau/034 Bonus Chi-Squared Test Stats Tutorial.mp475.04MB
  34. 06 Advanced Data Mining With Tableau/035 Bonus Chi-Squared Test Part 2 Stats Tutorial.mp439.63MB
  35. 06 Advanced Data Mining With Tableau/036 Section Recap.mp419.66MB
  36. 06 Advanced Data Mining With Tableau/037 Part Completed.mp42.18MB
  37. 07 --------------------------- Part 2 Modelling ---------------------------/038 Welcome to Part 2.mp450.36MB
  38. 08 Stats Refresher/039 Intro what you will learn in this section.mp47.22MB
  39. 08 Stats Refresher/040 Types of variables Categorical vs Numeric.mp413.04MB
  40. 08 Stats Refresher/041 Types of regressions.mp410.33MB
  41. 08 Stats Refresher/042 Ordinary Least Squares.mp45.13MB
  42. 08 Stats Refresher/043 R-squared.mp47.87MB
  43. 08 Stats Refresher/044 Adjusted R-squared.mp416.39MB
  44. 09 Simple Linear Regression/045 Intro what you will learn in this section.mp412.68MB
  45. 09 Simple Linear Regression/046 Introduction to Gretl.mp422.87MB
  46. 09 Simple Linear Regression/047 Get the dataset.mp418.56MB
  47. 09 Simple Linear Regression/048 Import data and run descriptive statistics.mp414.41MB
  48. 09 Simple Linear Regression/049 Reading Linear Regression Output.mp429.67MB
  49. 09 Simple Linear Regression/050 Plotting and analysing the graph.mp431.02MB
  50. 10 Multiple Linear Regression/051 Intro what you will learn in this section.mp426.84MB
  51. 10 Multiple Linear Regression/052 Caveat assumptions of a linear regression.mp44.32MB
  52. 10 Multiple Linear Regression/053 Get the dataset.mp435.95MB
  53. 10 Multiple Linear Regression/054 Dummy Variables.mp441.53MB
  54. 10 Multiple Linear Regression/055 Dummy Variable Trap.mp412.51MB
  55. 10 Multiple Linear Regression/056 Ways to build a model BACKWARD FORWARD STEPWISE.mp425.67MB
  56. 10 Multiple Linear Regression/057 Backward Elimination - Practice time.mp495.23MB
  57. 10 Multiple Linear Regression/058 Using Adjusted R-squared to create Robust models.mp495.66MB
  58. 10 Multiple Linear Regression/059 Interpreting coefficients of MLR.mp488.9MB
  59. 10 Multiple Linear Regression/060 Section Recap.mp416.51MB
  60. 11 Logistic Regression/061 Intro what you will learn in this section.mp437.19MB
  61. 11 Logistic Regression/062 Get the dataset.mp48.99MB
  62. 11 Logistic Regression/063 Binary outcome YesNo-Type Business Problems.mp436.2MB
  63. 11 Logistic Regression/064 Logistic regression intuition.mp442.99MB
  64. 11 Logistic Regression/065 Your first logistic regression.mp441.71MB
  65. 11 Logistic Regression/066 False Positives and False Negatives.mp422.87MB
  66. 11 Logistic Regression/067 Confusion Matrix.mp411.01MB
  67. 11 Logistic Regression/068 Interpreting coefficients of a logistic regression.mp450.74MB
  68. 12 Building a robust geodemographic segmentation model/069 Intro what you will learn in this section.mp415.3MB
  69. 12 Building a robust geodemographic segmentation model/070 Get the dataset.mp427.11MB
  70. 12 Building a robust geodemographic segmentation model/071 What is geo-demographic segmenation.mp415.82MB
  71. 12 Building a robust geodemographic segmentation model/072 Lets build the model - first iteration.mp434.4MB
  72. 12 Building a robust geodemographic segmentation model/073 Lets build the model - backward elimination STEP-BY-STEP.mp497.41MB
  73. 12 Building a robust geodemographic segmentation model/074 Transforming independent variables.mp452.37MB
  74. 12 Building a robust geodemographic segmentation model/075 Creating derived variables.mp441.84MB
  75. 12 Building a robust geodemographic segmentation model/076 Checking for multicollinearity using VIF.mp486.79MB
  76. 12 Building a robust geodemographic segmentation model/077 Correlation Matrix and Multicollinearity Intuition.mp448.82MB
  77. 12 Building a robust geodemographic segmentation model/078 Model is Ready and Section Recap.mp435.01MB
  78. 13 Assessing your model/079 Intro what you will learn in this section.mp48.89MB
  79. 13 Assessing your model/080 Accuracy paradox.mp45.99MB
  80. 13 Assessing your model/081 Cumulative Accuracy Profile CAP.mp427.43MB
  81. 13 Assessing your model/082 How to build a CAP curve in Excel.mp4126.96MB
  82. 13 Assessing your model/083 Assessing your model using the CAP curve.mp428.47MB
  83. 13 Assessing your model/084 Get my CAP curve template.mp444.86MB
  84. 13 Assessing your model/085 How to use test data to prevent overfitting your model.mp413.76MB
  85. 13 Assessing your model/086 Applying the model to test data.mp488.64MB
  86. 13 Assessing your model/087 Comparing training performance and test performance.mp487.31MB
  87. 13 Assessing your model/088 Section Recap.mp412.61MB
  88. 14 Drawing insights from your model/089 Intro what you will learn in this section.mp48.35MB
  89. 14 Drawing insights from your model/090 Power insights from your CAP.mp485.59MB
  90. 14 Drawing insights from your model/091 Coefficients of a Logistic Regression - Plan of Attack advanced topic.mp413.66MB
  91. 14 Drawing insights from your model/092 Odds ratio advanced topic.mp439.85MB
  92. 14 Drawing insights from your model/093 Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp419.55MB
  93. 14 Drawing insights from your model/094 Deriving insights from your coefficients advanced topic.mp492.35MB
  94. 14 Drawing insights from your model/095 Section Recap.mp49.79MB
  95. 15 Model maintenance/096 Intro what you will learn in this section.mp49.45MB
  96. 15 Model maintenance/097 What does model deterioration look like.mp422.6MB
  97. 15 Model maintenance/098 Why do models deteriorate.mp480.69MB
  98. 15 Model maintenance/099 Three levels of maintenance for deployed models.mp418.61MB
  99. 15 Model maintenance/100 Section Recap.mp44.4MB
  100. 16 --------------------------- Part 3 Data Preparation ---------------------------/101 Welcome to Part 3.mp432.7MB
  101. 17 Business Intelligence BI Tools/102 Intro what you will learn in this section.mp45.69MB
  102. 17 Business Intelligence BI Tools/103 Working with Data.mp42.88MB
  103. 17 Business Intelligence BI Tools/104 What is a Data Warehouse What is a Database.mp413.66MB
  104. 17 Business Intelligence BI Tools/105 Setting up Microsoft SQL Server 2014 for practice.mp420.12MB
  105. 17 Business Intelligence BI Tools/106 Important Practice Database.mp422.79MB
  106. 17 Business Intelligence BI Tools/107 ETL for Data Science - what is Extract Transform Load ETL.mp44.12MB
  107. 17 Business Intelligence BI Tools/108 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp410.31MB
  108. 17 Business Intelligence BI Tools/109 Installing SSDT with MSVS Shell.mp425.42MB
  109. 18 ETL Phase 1 Data Wrangling before the Load/110 Intro what you will learn in this section.mp414.54MB
  110. 18 ETL Phase 1 Data Wrangling before the Load/111 Preparing your folder structure for your Data Science project.mp46.75MB
  111. 18 ETL Phase 1 Data Wrangling before the Load/112 Download the dataset for this section.mp45.38MB
  112. 18 ETL Phase 1 Data Wrangling before the Load/113 Two things you HAVE to do before the load.mp435.99MB
  113. 18 ETL Phase 1 Data Wrangling before the Load/114 Notepad.mp46.04MB
  114. 18 ETL Phase 1 Data Wrangling before the Load/115 Editpad Lite.mp411.28MB
  115. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/116 Intro what you will learn in this section.mp414.66MB
  116. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/117 Starting and navigating an SSIS Project.mp48.87MB
  117. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/118 Creating a flat file source task and OLE DB destination.mp48.49MB
  118. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/119 Setting up your flat file source connection.mp429.49MB
  119. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/120 Setting up your database connection and creating a RAW table.mp441.37MB
  120. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/121 Run the Upload Disable.mp417.82MB
  121. 19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/122 Due Dilligence Upload Quality Assurance.mp418.12MB
  122. 20 Handling errors during ETL Phases 1 2/123 Intro what you will learn in this section.mp417.96MB
  123. 20 Handling errors during ETL Phases 1 2/124 Download the dataset for this section.mp43.64MB
  124. 20 Handling errors during ETL Phases 1 2/125 How excel can mess up your data.mp4110.92MB
  125. 20 Handling errors during ETL Phases 1 2/126 Bulletproof Blueprint for Data Wrangling before the Load.mp4126.45MB
  126. 20 Handling errors during ETL Phases 1 2/127 SSIS Error Text qualifier not specified.mp446.19MB
  127. 20 Handling errors during ETL Phases 1 2/128 What do you do when your source file is corrupt Part 1.mp4257.15MB
  128. 20 Handling errors during ETL Phases 1 2/129 What do you do when your source file is corrupt Part 2.mp460.15MB
  129. 20 Handling errors during ETL Phases 1 2/130 SSIS Error Data truncation.mp4243.6MB
  130. 20 Handling errors during ETL Phases 1 2/131 Handy trick for finding anomalies in SQL.mp435.75MB
  131. 20 Handling errors during ETL Phases 1 2/132 Automating Error Handling in SSIS Conditional Split.mp448MB
  132. 20 Handling errors during ETL Phases 1 2/133 Automating Error Handling in SSIS Conditional Split Level 2.mp472.72MB
  133. 20 Handling errors during ETL Phases 1 2/134 How to analyze the error files.mp4238.99MB
  134. 20 Handling errors during ETL Phases 1 2/135 Due Dilligence the one thing you HAVE to do every time.mp444.54MB
  135. 20 Handling errors during ETL Phases 1 2/136 Types of Errors in SSIS.mp48.78MB
  136. 20 Handling errors during ETL Phases 1 2/137 Summary.mp448.39MB
  137. 20 Handling errors during ETL Phases 1 2/138 Homework.mp495.67MB
  138. 21 SQL Programming for Data Science/139 Intro what you will learn in this section.mp411.24MB
  139. 21 SQL Programming for Data Science/140 Download the dataset for this section.mp43.01MB
  140. 21 SQL Programming for Data Science/141 Getting To Know MS SQL Management Studio.mp48.09MB
  141. 21 SQL Programming for Data Science/142 Shortcut to upload the data.mp413.82MB
  142. 21 SQL Programming for Data Science/143 SELECT Statement.mp448.9MB
  143. 21 SQL Programming for Data Science/144 Using the WHERE clause to filter data.mp459.3MB
  144. 21 SQL Programming for Data Science/145 How to use Wildcards Regular Expressions in SQL and _.mp441.68MB
  145. 21 SQL Programming for Data Science/146 Comments in SQL.mp419.24MB
  146. 21 SQL Programming for Data Science/147 Order By.mp453.73MB
  147. 21 SQL Programming for Data Science/148 Data Types in SQL.mp416.09MB
  148. 21 SQL Programming for Data Science/149 Implicit Data Conversion in SQL.mp424.45MB
  149. 21 SQL Programming for Data Science/150 Using Cast vs Convert.mp432.18MB
  150. 21 SQL Programming for Data Science/151 Working with NULLs.mp437.28MB
  151. 21 SQL Programming for Data Science/152 Understanding how LEFT RIGHT INNER and OUTER joins work.mp418.36MB
  152. 21 SQL Programming for Data Science/153 Joins with duplicate values.mp47.92MB
  153. 21 SQL Programming for Data Science/154 Joining on multiple fields.mp417.84MB
  154. 21 SQL Programming for Data Science/155 Practicing Joins.mp457.45MB
  155. 22 ETL Phase 3 Data Wrangling after the load/156 Intro what you will learn in this section.mp419.4MB
  156. 22 ETL Phase 3 Data Wrangling after the load/157 RAW WRK DRV tables.mp413.09MB
  157. 22 ETL Phase 3 Data Wrangling after the load/158 Download the dataset for this section.mp45.29MB
  158. 22 ETL Phase 3 Data Wrangling after the load/159 Create your first Stored Proc in SQL.mp427.17MB
  159. 22 ETL Phase 3 Data Wrangling after the load/160 Executing Stored Procedures.mp419.24MB
  160. 22 ETL Phase 3 Data Wrangling after the load/161 Modifying Stored Procedures.mp463.76MB
  161. 22 ETL Phase 3 Data Wrangling after the load/162 Create table.mp461.44MB
  162. 22 ETL Phase 3 Data Wrangling after the load/163 Insert INTO.mp422.51MB
  163. 22 ETL Phase 3 Data Wrangling after the load/164 Check if table exists drop table Truncate.mp448.67MB
  164. 22 ETL Phase 3 Data Wrangling after the load/165 Intermediate Recap - Procs.mp49.65MB
  165. 22 ETL Phase 3 Data Wrangling after the load/166 Create the proc for the second file.mp4123.94MB
  166. 22 ETL Phase 3 Data Wrangling after the load/167 Adding leading zeros.mp480.71MB
  167. 22 ETL Phase 3 Data Wrangling after the load/168 Converting data on the fly.mp478.06MB
  168. 22 ETL Phase 3 Data Wrangling after the load/169 How to create a proc template.mp439.04MB
  169. 22 ETL Phase 3 Data Wrangling after the load/170 Archiving Procs.mp440.4MB
  170. 22 ETL Phase 3 Data Wrangling after the load/171 What you can do with these tables going forward drv files etc..mp4110.3MB
  171. 23 Handling errors during ETL Phase 3/172 Intro what you will learn in this section.mp418.78MB
  172. 23 Handling errors during ETL Phase 3/173 Download the dataset for this section.mp42.54MB
  173. 23 Handling errors during ETL Phase 3/174 Upload the data to RAW table.mp4144.55MB
  174. 23 Handling errors during ETL Phase 3/175 Create Stored Proc.mp458.2MB
  175. 23 Handling errors during ETL Phase 3/176 How to deal with errors using the isnumeric function.mp461.8MB
  176. 23 Handling errors during ETL Phase 3/177 How to deal errors using the len function.mp462.78MB
  177. 23 Handling errors during ETL Phase 3/178 How to deal with errors using the isdate function.mp468.88MB
  178. 23 Handling errors during ETL Phase 3/179 Additional Quality Assurance check Balance.mp427.52MB
  179. 23 Handling errors during ETL Phase 3/180 Additional Quality Assurance check ZipCode.mp444.81MB
  180. 23 Handling errors during ETL Phase 3/181 Additional Quality Assurance check Birthday.mp424.79MB
  181. 23 Handling errors during ETL Phase 3/182 Part Completed.mp450.11MB
  182. 23 Handling errors during ETL Phase 3/183 ETL Error Handling Vehicle Service Project.mp434.35MB
  183. 24 --------------------------- Part 4 Communication ---------------------------/184 Welcome to Part 4.mp415.38MB
  184. 25 Working with people/185 Intro what you will learn in this section.mp411.71MB
  185. 25 Working with people/186 Cross-departmental Work.mp471.4MB
  186. 25 Working with people/187 Come to me with a Business Problem.mp438.4MB
  187. 25 Working with people/188 Setting expectations and pre-project communication.mp454.94MB
  188. 25 Working with people/189 Go and sit with them.mp485.23MB
  189. 25 Working with people/190 The art of saying No.mp487.38MB
  190. 25 Working with people/191 Sometimes you have to go to the top.mp441.03MB
  191. 25 Working with people/192 Building a data culture.mp482.32MB
  192. 26 Presenting for Data Scientists/193 Intro what you will learn in this section.mp427.47MB
  193. 26 Presenting for Data Scientists/194 Case study.mp422.19MB
  194. 26 Presenting for Data Scientists/195 Analysing the intro.mp454.54MB
  195. 26 Presenting for Data Scientists/196 Intro dissection - recap.mp4165.2MB
  196. 26 Presenting for Data Scientists/197 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4104.28MB
  197. 26 Presenting for Data Scientists/198 My brainstorming method.mp454.9MB
  198. 26 Presenting for Data Scientists/199 How to present to executives.mp489.44MB
  199. 26 Presenting for Data Scientists/200 The truth is not always pretty.mp446.83MB
  200. 26 Presenting for Data Scientists/201 Passion and the Wow-factor.mp434.31MB
  201. 26 Presenting for Data Scientists/202 Bonus my full presentation LIVE 2015.mp488.48MB
  202. 27 Homework Solutions/204 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp418.66MB
  203. 27 Homework Solutions/205 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp413.72MB
  204. 27 Homework Solutions/206 ETL Error Handling Phases 1 and 2.mp4238.98MB
  205. 27 Homework Solutions/207 ETL Error Handling Vehicle Service Project Part 1 of 3.mp4183.53MB
  206. 27 Homework Solutions/208 ETL Error Handling Vehicle Service Project Part 2 of 3.mp4102.91MB
  207. 27 Homework Solutions/209 ETL Error Handling Vehicle Service Project Part 3 of 3.mp4138.83MB
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