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[FreeCourseSite.com] Udemy - Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus [2023]

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FreeCourseSite com Udemy - Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus 2023

文件列表
  1. 1 - Get Excited/1 - Welcome to Data Science AZ™.mp448.84MB
  2. 10 - Multiple Linear Regression/58 - Intro what you will learn in this section.mp47.4MB
  3. 10 - Multiple Linear Regression/59 - Caveat assumptions of a linear regression.mp43.04MB
  4. 10 - Multiple Linear Regression/60 - Get the dataset.mp432.12MB
  5. 10 - Multiple Linear Regression/61 - Dummy Variables.mp420.81MB
  6. 10 - Multiple Linear Regression/62 - Dummy Variable Trap.mp47.38MB
  7. 10 - Multiple Linear Regression/63 - Understanding the P.mp423.16MB
  8. 10 - Multiple Linear Regression/64 - Ways to build a model BACKWARD FORWARD STEPWISE.mp474.36MB
  9. 10 - Multiple Linear Regression/65 - Backward Elimination.mp4114.96MB
  10. 10 - Multiple Linear Regression/66 - Using Adjusted R.mp454.53MB
  11. 10 - Multiple Linear Regression/67 - Interpreting coefficients of MLR.mp4103.57MB
  12. 10 - Multiple Linear Regression/68 - Section Recap.mp49.27MB
  13. 11 - Logistic Regression/69 - Intro what you will learn in this section.mp418.07MB
  14. 11 - Logistic Regression/70 - Get the dataset.mp49.69MB
  15. 11 - Logistic Regression/71 - Binary outcome YesNo.mp417.91MB
  16. 11 - Logistic Regression/72 - Logistic regression intuition.mp462.91MB
  17. 11 - Logistic Regression/73 - Your first logistic regression.mp437.83MB
  18. 11 - Logistic Regression/74 - False Positives and False Negatives.mp416.3MB
  19. 11 - Logistic Regression/75 - Confusion Matrix.mp47.93MB
  20. 11 - Logistic Regression/76 - Interpreting coefficients of a logistic regression.mp447.69MB
  21. 12 - Building a robust geodemographic segmentation model/77 - Intro what you will learn in this section.mp44.67MB
  22. 12 - Building a robust geodemographic segmentation model/78 - Get the dataset.mp461.32MB
  23. 12 - Building a robust geodemographic segmentation model/79 - What is geo.mp415.78MB
  24. 12 - Building a robust geodemographic segmentation model/80 - Lets build the model.mp419.31MB
  25. 12 - Building a robust geodemographic segmentation model/81 - Lets build the model.mp471.05MB
  26. 12 - Building a robust geodemographic segmentation model/82 - Transforming independent variables.mp431.69MB
  27. 12 - Building a robust geodemographic segmentation model/83 - Creating derived variables.mp416.17MB
  28. 12 - Building a robust geodemographic segmentation model/84 - Checking for multicollinearity using VIF.mp420.58MB
  29. 12 - Building a robust geodemographic segmentation model/85 - Correlation Matrix and Multicollinearity Intuition.mp421.37MB
  30. 12 - Building a robust geodemographic segmentation model/86 - Model is Ready and Section Recap.mp417.12MB
  31. 13 - Assessing your model/87 - Intro what you will learn in this section.mp42.81MB
  32. 13 - Assessing your model/88 - Accuracy paradox.mp44.11MB
  33. 13 - Assessing your model/89 - Cumulative Accuracy Profile CAP.mp437.91MB
  34. 13 - Assessing your model/90 - How to build a CAP curve in Excel.mp4133.64MB
  35. 13 - Assessing your model/91 - Assessing your model using the CAP curve.mp424.27MB
  36. 13 - Assessing your model/92 - Get my CAP curve template.mp439.96MB
  37. 13 - Assessing your model/93 - How to use test data to prevent overfitting your model.mp48.86MB
  38. 13 - Assessing your model/94 - Applying the model to test data.mp484.2MB
  39. 13 - Assessing your model/95 - Comparing training performance and test performance.mp483.02MB
  40. 13 - Assessing your model/96 - Section Recap.mp47.19MB
  41. 14 - Drawing insights from your model/100 - Odds ratio advanced topic.mp440.1MB
  42. 14 - Drawing insights from your model/101 - Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp412.62MB
  43. 14 - Drawing insights from your model/102 - Deriving insights from your coefficients advanced topic.mp4114.5MB
  44. 14 - Drawing insights from your model/103 - Section Recap.mp46.17MB
  45. 14 - Drawing insights from your model/97 - Intro what you will learn in this section.mp42.53MB
  46. 14 - Drawing insights from your model/98 - Power insights from your CAP.mp450.35MB
  47. 14 - Drawing insights from your model/99 - Coefficients of a Logistic Regression.mp48.96MB
  48. 15 - Model maintenance/104 - Intro what you will learn in this section.mp42.8MB
  49. 15 - Model maintenance/105 - What does model deterioration look like.mp430.13MB
  50. 15 - Model maintenance/106 - Why do models deteriorate.mp451.44MB
  51. 15 - Model maintenance/107 - Three levels of maintenance for deployed models.mp414.39MB
  52. 15 - Model maintenance/108 - Section Recap.mp42.83MB
  53. 16 - Part 3 Data Preparation/109 - Welcome to Part 3.mp440.19MB
  54. 17 - Business Intelligence BI Tools/110 - Intro what you will learn in this section.mp41.69MB
  55. 17 - Business Intelligence BI Tools/111 - Working with Data.mp44.08MB
  56. 17 - Business Intelligence BI Tools/112 - What is a Data Warehouse What is a Database.mp47.99MB
  57. 17 - Business Intelligence BI Tools/113 - Setting up Microsoft SQL Server 2014 for practice.mp418.74MB
  58. 17 - Business Intelligence BI Tools/114 - Important Practice Database.mp423.33MB
  59. 17 - Business Intelligence BI Tools/115 - ETL for Data Science.mp43.2MB
  60. 17 - Business Intelligence BI Tools/116 - Microsoft BI Tools What is SSDT.mp46.74MB
  61. 17 - Business Intelligence BI Tools/117 - Installing SSDT with MSVS Shell.mp414.28MB
  62. 18 - ETL Phase 1 Data Wrangling before the Load/118 - Intro what you will learn in this section.mp49.08MB
  63. 18 - ETL Phase 1 Data Wrangling before the Load/119 - Preparing your folder structure for your Data Science project.mp44.43MB
  64. 18 - ETL Phase 1 Data Wrangling before the Load/120 - Download the dataset for this section.mp42.97MB
  65. 18 - ETL Phase 1 Data Wrangling before the Load/121 - Two things you HAVE to do before the load.mp435.29MB
  66. 18 - ETL Phase 1 Data Wrangling before the Load/122 - Notepad.mp42.86MB
  67. 18 - ETL Phase 1 Data Wrangling before the Load/123 - Editpad Lite.mp45.43MB
  68. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/124 - Intro what you will learn in this section.mp44.88MB
  69. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/125 - Starting and navigating an SSIS Project.mp44.66MB
  70. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/126 - Creating a flat file source task and OLE DB destination.mp45.33MB
  71. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/127 - Setting up your flat file source connection.mp427.69MB
  72. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/128 - Setting up your database connection and creating a RAW table.mp426.39MB
  73. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/129 - Run the Upload & Disable.mp410.14MB
  74. 19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/130 - Due Dilligence Upload Quality Assurance.mp45.99MB
  75. 2 - What is Data Science/10 - IMPORTANT Course Pathways.mp427.43MB
  76. 2 - What is Data Science/6 - Intro what you will learn in this section.mp44.19MB
  77. 2 - What is Data Science/7 - Updates on Udemy Reviews.mp43.23MB
  78. 2 - What is Data Science/8 - Profession of the future.mp438.27MB
  79. 2 - What is Data Science/9 - Areas of Data Science.mp423.91MB
  80. 20 - Handling errors during ETL Phases 1 & 2/131 - Intro what you will learn in this section.mp45MB
  81. 20 - Handling errors during ETL Phases 1 & 2/132 - Download the dataset for this section.mp41.8MB
  82. 20 - Handling errors during ETL Phases 1 & 2/133 - How excel can mess up your data.mp459.88MB
  83. 20 - Handling errors during ETL Phases 1 & 2/134 - Bulletproof Blueprint for Data Wrangling before the Load.mp458.02MB
  84. 20 - Handling errors during ETL Phases 1 & 2/135 - SSIS Error Text qualifier not specified.mp425.82MB
  85. 20 - Handling errors during ETL Phases 1 & 2/136 - What do you do when your source file is corrupt Part 1.mp4301.13MB
  86. 20 - Handling errors during ETL Phases 1 & 2/137 - What do you do when your source file is corrupt Part 2.mp471.37MB
  87. 20 - Handling errors during ETL Phases 1 & 2/138 - SSIS Error Data truncation.mp4114.19MB
  88. 20 - Handling errors during ETL Phases 1 & 2/139 - Handy trick for finding anomalies in SQL.mp427.22MB
  89. 20 - Handling errors during ETL Phases 1 & 2/140 - Automating Error Handling in SSIS Conditional Split.mp462.94MB
  90. 20 - Handling errors during ETL Phases 1 & 2/141 - Automating Error Handling in SSIS Conditional Split Level 2.mp463.6MB
  91. 20 - Handling errors during ETL Phases 1 & 2/142 - How to analyze the error files.mp4213.31MB
  92. 20 - Handling errors during ETL Phases 1 & 2/143 - Due Dilligence the one thing you HAVE to do every time.mp445.2MB
  93. 20 - Handling errors during ETL Phases 1 & 2/144 - Types of Errors in SSIS.mp45.99MB
  94. 20 - Handling errors during ETL Phases 1 & 2/145 - Summary.mp431MB
  95. 20 - Handling errors during ETL Phases 1 & 2/146 - Homework.mp457.8MB
  96. 21 - SQL Programming for Data Science/147 - Intro what you will learn in this section.mp45.91MB
  97. 21 - SQL Programming for Data Science/148 - Download the dataset for this section.mp41.41MB
  98. 21 - SQL Programming for Data Science/149 - Getting To Know MS SQL Management Studio.mp45.42MB
  99. 21 - SQL Programming for Data Science/150 - Shortcut to upload the data.mp412.08MB
  100. 21 - SQL Programming for Data Science/151 - SELECT Statement.mp418.59MB
  101. 21 - SQL Programming for Data Science/152 - Using the WHERE clause to filter data.mp418.36MB
  102. 21 - SQL Programming for Data Science/153 - How to use Wildcards Regular Expressions in SQL and.mp414.35MB
  103. 21 - SQL Programming for Data Science/154 - Comments in SQL.mp46.81MB
  104. 21 - SQL Programming for Data Science/155 - Order By.mp418.26MB
  105. 21 - SQL Programming for Data Science/156 - Data Types in SQL.mp411.4MB
  106. 21 - SQL Programming for Data Science/157 - Implicit Data Conversion in SQL.mp415.45MB
  107. 21 - SQL Programming for Data Science/158 - Using Cast vs Convert.mp412.08MB
  108. 21 - SQL Programming for Data Science/159 - Working with NULLs.mp421.5MB
  109. 21 - SQL Programming for Data Science/160 - Understanding how LEFT RIGHT INNER and OUTER joins work.mp412.1MB
  110. 21 - SQL Programming for Data Science/161 - Joins with duplicate values.mp45.28MB
  111. 21 - SQL Programming for Data Science/162 - Joining on multiple fields.mp419.72MB
  112. 21 - SQL Programming for Data Science/163 - Practicing Joins.mp421.04MB
  113. 22 - ETL Phase 3 Data Wrangling after the load/164 - Intro what you will learn in this section.mp410.84MB
  114. 22 - ETL Phase 3 Data Wrangling after the load/165 - RAW WRK DRV tables.mp49.83MB
  115. 22 - ETL Phase 3 Data Wrangling after the load/166 - Download the dataset for this section.mp43.22MB
  116. 22 - ETL Phase 3 Data Wrangling after the load/167 - Create your first Stored Proc in SQL.mp410.9MB
  117. 22 - ETL Phase 3 Data Wrangling after the load/168 - Executing Stored Procedures.mp48.23MB
  118. 22 - ETL Phase 3 Data Wrangling after the load/169 - Modifying Stored Procedures.mp434.88MB
  119. 22 - ETL Phase 3 Data Wrangling after the load/170 - Create table.mp442.97MB
  120. 22 - ETL Phase 3 Data Wrangling after the load/171 - Insert INTO.mp456.49MB
  121. 22 - ETL Phase 3 Data Wrangling after the load/172 - Check if table exists drop table Truncate.mp418.48MB
  122. 22 - ETL Phase 3 Data Wrangling after the load/173 - Intermediate Recap.mp46.9MB
  123. 22 - ETL Phase 3 Data Wrangling after the load/174 - Create the proc for the second file.mp463.51MB
  124. 22 - ETL Phase 3 Data Wrangling after the load/175 - Adding leading zeros.mp432.75MB
  125. 22 - ETL Phase 3 Data Wrangling after the load/176 - Converting data on the fly.mp493.71MB
  126. 22 - ETL Phase 3 Data Wrangling after the load/177 - How to create a proc template.mp423.98MB
  127. 22 - ETL Phase 3 Data Wrangling after the load/178 - Archiving Procs.mp418.82MB
  128. 22 - ETL Phase 3 Data Wrangling after the load/179 - What you can do with these tables going forward drv files etc.mp459.24MB
  129. 23 - Handling errors during ETL Phase 3/180 - Intro what you will learn in this section.mp410.13MB
  130. 23 - Handling errors during ETL Phase 3/181 - Download the dataset for this section.mp41.63MB
  131. 23 - Handling errors during ETL Phase 3/182 - Upload the data to RAW table.mp4133.53MB
  132. 23 - Handling errors during ETL Phase 3/183 - Create Stored Proc.mp443.21MB
  133. 23 - Handling errors during ETL Phase 3/184 - How to deal with errors using the isnumeric function.mp437.41MB
  134. 23 - Handling errors during ETL Phase 3/185 - How to deal errors using the len function.mp437.14MB
  135. 23 - Handling errors during ETL Phase 3/186 - How to deal with errors using the isdate function.mp439.32MB
  136. 23 - Handling errors during ETL Phase 3/187 - Additional Quality Assurance check Balance.mp417.53MB
  137. 23 - Handling errors during ETL Phase 3/188 - Additional Quality Assurance check ZipCode.mp439.32MB
  138. 23 - Handling errors during ETL Phase 3/189 - Additional Quality Assurance check Birthday.mp414.7MB
  139. 23 - Handling errors during ETL Phase 3/190 - Part Completed.mp431MB
  140. 23 - Handling errors during ETL Phase 3/191 - ETL Error Handling Vehicle Service Project.mp418.53MB
  141. 24 - Part 4 Communication/192 - Welcome to Part 4.mp425.42MB
  142. 25 - Working with people/193 - Intro what you will learn in this section.mp44.45MB
  143. 25 - Working with people/194 - Cross.mp449.12MB
  144. 25 - Working with people/195 - Come to me with a Business Problem.mp447.36MB
  145. 25 - Working with people/196 - Setting expectations and pre.mp440.45MB
  146. 25 - Working with people/197 - Go and sit with them.mp454.85MB
  147. 25 - Working with people/198 - The art of saying No.mp462.85MB
  148. 25 - Working with people/199 - Sometimes you have to go to the top.mp430.16MB
  149. 25 - Working with people/200 - Building a data culture.mp458.83MB
  150. 26 - Presenting for Data Scientists/201 - Intro what you will learn in this section.mp410.22MB
  151. 26 - Presenting for Data Scientists/202 - Case study.mp422.19MB
  152. 26 - Presenting for Data Scientists/203 - Analysing the intro.mp467.88MB
  153. 26 - Presenting for Data Scientists/204 - Intro dissection.mp456.83MB
  154. 26 - Presenting for Data Scientists/205 - REAL Data Science Presentation Walkthrough.mp4147.03MB
  155. 26 - Presenting for Data Scientists/206 - My brainstorming method.mp435.52MB
  156. 26 - Presenting for Data Scientists/207 - How to present to executives.mp432.73MB
  157. 26 - Presenting for Data Scientists/208 - The truth is not always pretty.mp416.61MB
  158. 26 - Presenting for Data Scientists/209 - Passion and the Wow.mp412.1MB
  159. 26 - Presenting for Data Scientists/210 - Bonus my full presentation LIVE 2015.mp452.85MB
  160. 27 - Homework Solutions/212 - Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp426.93MB
  161. 27 - Homework Solutions/213 - Advanced Data Mining with Tableau Chi.mp429.41MB
  162. 27 - Homework Solutions/214 - ETL Error Handling Phases 1 and 2.mp4207.21MB
  163. 27 - Homework Solutions/215 - ETL Error Handling Vehicle Service Project Part 1 of 3.mp4170.94MB
  164. 27 - Homework Solutions/216 - ETL Error Handling Vehicle Service Project Part 2 of 3.mp456.5MB
  165. 27 - Homework Solutions/217 - ETL Error Handling Vehicle Service Project Part 3 of 3.mp4148.99MB
  166. 27 - Homework Solutions/218 - THANK YOU bonus video.mp453.88MB
  167. 3 - Part 1 Visualisation/13 - Welcome to Part 1.mp428.47MB
  168. 4 - Introduction to Tableau/14 - Intro what you will learn in this section.mp45.18MB
  169. 4 - Introduction to Tableau/15 - Installing Tableau Desktop and Tableau Public FREE.mp413.61MB
  170. 4 - Introduction to Tableau/16 - Challenge description view data in file.mp416.44MB
  171. 4 - Introduction to Tableau/17 - Connecting Tableau to a Data file.mp411.45MB
  172. 4 - Introduction to Tableau/18 - Navigating Tableau.mp414.74MB
  173. 4 - Introduction to Tableau/19 - Creating a calculated field.mp411.67MB
  174. 4 - Introduction to Tableau/20 - Adding colours.mp414.44MB
  175. 4 - Introduction to Tableau/21 - Adding labels and formatting.mp422.23MB
  176. 4 - Introduction to Tableau/22 - Exporting your worksheet.mp413.64MB
  177. 4 - Introduction to Tableau/23 - Section Recap.mp46.92MB
  178. 5 - How to use Tableau for Data Mining/24 - Intro what you will learn in this section.mp48.46MB
  179. 5 - How to use Tableau for Data Mining/25 - Get the Dataset Project Overview.mp459.74MB
  180. 5 - How to use Tableau for Data Mining/26 - Connecting Tableau to an Excel File.mp410.51MB
  181. 5 - How to use Tableau for Data Mining/27 - How to visualise an AB test in Tableau.mp428.83MB
  182. 5 - How to use Tableau for Data Mining/28 - Working with Aliases.mp410.33MB
  183. 5 - How to use Tableau for Data Mining/29 - Adding a Reference Line.mp413.4MB
  184. 5 - How to use Tableau for Data Mining/30 - Looking for anomalies.mp420.75MB
  185. 5 - How to use Tableau for Data Mining/31 - Handy trick to validate your approach data.mp428.95MB
  186. 5 - How to use Tableau for Data Mining/32 - Section Recap.mp49.8MB
  187. 6 - Advanced Data Mining With Tableau/33 - Intro what you will learn in this section.mp44.22MB
  188. 6 - Advanced Data Mining With Tableau/34 - Creating bins & Visualizing distributions.mp426MB
  189. 6 - Advanced Data Mining With Tableau/35 - Creating a classification test for a numeric variable.mp429.68MB
  190. 6 - Advanced Data Mining With Tableau/36 - Combining two charts and working with them in Tableau.mp431.39MB
  191. 6 - Advanced Data Mining With Tableau/37 - Validating Tableau Data Mining with a Chi.mp438.75MB
  192. 6 - Advanced Data Mining With Tableau/38 - Chi.mp438.92MB
  193. 6 - Advanced Data Mining With Tableau/40 - Visualising Balance and Estimated Salary distribution.mp495.81MB
  194. 6 - Advanced Data Mining With Tableau/41 - Bonus Chi.mp498.56MB
  195. 6 - Advanced Data Mining With Tableau/42 - Bonus Chi.mp443.11MB
  196. 6 - Advanced Data Mining With Tableau/43 - Section Recap.mp411.46MB
  197. 6 - Advanced Data Mining With Tableau/44 - Part Completed.mp42.52MB
  198. 7 - Part 2 Modelling/45 - Welcome to Part 2.mp459.44MB
  199. 8 - Stats Refresher/46 - Intro what you will learn in this section.mp42.18MB
  200. 8 - Stats Refresher/47 - Types of variables Categorical vs Numeric.mp49.54MB
  201. 8 - Stats Refresher/48 - Types of regressions.mp413.82MB
  202. 8 - Stats Refresher/49 - Ordinary Least Squares.mp46.22MB
  203. 8 - Stats Refresher/50 - Rsquared.mp46.74MB
  204. 8 - Stats Refresher/51 - Adjusted R.mp418.84MB
  205. 9 - Simple Linear Regression/52 - Intro what you will learn in this section.mp43.59MB
  206. 9 - Simple Linear Regression/53 - Introduction to Gretl.mp417.43MB
  207. 9 - Simple Linear Regression/54 - Get the dataset.mp417.84MB
  208. 9 - Simple Linear Regression/55 - Import data and run descriptive statistics.mp48.9MB
  209. 9 - Simple Linear Regression/56 - Reading Linear Regression Output.mp415.74MB
  210. 9 - Simple Linear Regression/57 - Plotting and analysing the graph.mp411.12MB
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