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FreeCourseSite com Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included

文件列表
  1. 1. Get Excited/1. Welcome to Data Science A-Z™.mp475.03MB
  2. 10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp446.1MB
  3. 10. Multiple Linear Regression/10. Interpreting coefficients of MLR.mp4168.68MB
  4. 10. Multiple Linear Regression/11. Section Recap.mp429.89MB
  5. 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp48.08MB
  6. 10. Multiple Linear Regression/3. Get the dataset.mp462.29MB
  7. 10. Multiple Linear Regression/4. Dummy Variables.mp469.76MB
  8. 10. Multiple Linear Regression/5. Dummy Variable Trap.mp420.89MB
  9. 10. Multiple Linear Regression/6. Understanding the P-Value.mp456.49MB
  10. 10. Multiple Linear Regression/7. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp498.86MB
  11. 10. Multiple Linear Regression/8. Backward Elimination - Practice time.mp4186.93MB
  12. 10. Multiple Linear Regression/9. Using Adjusted R-squared to create Robust models.mp4167.16MB
  13. 11. Logistic Regression/1. Intro (what you will learn in this section).mp457.88MB
  14. 11. Logistic Regression/2. Get the dataset.mp436.44MB
  15. 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp479.23MB
  16. 11. Logistic Regression/4. Logistic regression intuition.mp482.73MB
  17. 11. Logistic Regression/5. Your first logistic regression.mp489.1MB
  18. 11. Logistic Regression/6. False Positives and False Negatives.mp444.03MB
  19. 11. Logistic Regression/7. Confusion Matrix.mp420.49MB
  20. 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4103.52MB
  21. 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp437.23MB
  22. 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp459.58MB
  23. 12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4130.14MB
  24. 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp433.14MB
  25. 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp474.85MB
  26. 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4171.39MB
  27. 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp492.03MB
  28. 12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp476.47MB
  29. 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4139.69MB
  30. 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4102.85MB
  31. 13. Assessing your model/1. Intro (what you will learn in this section).mp422.48MB
  32. 13. Assessing your model/10. Section Recap.mp421.46MB
  33. 13. Assessing your model/2. Accuracy paradox.mp410.91MB
  34. 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp449.67MB
  35. 13. Assessing your model/4. How to build a CAP curve in Excel.mp4213.02MB
  36. 13. Assessing your model/5. Assessing your model using the CAP curve.mp453.03MB
  37. 13. Assessing your model/6. Get my CAP curve template.mp481.69MB
  38. 13. Assessing your model/7. How to use test data to prevent overfitting your model.mp427.69MB
  39. 13. Assessing your model/8. Applying the model to test data.mp4144.49MB
  40. 13. Assessing your model/9. Comparing training performance and test performance.mp4153.39MB
  41. 14. Drawing insights from your model/1. Intro (what you will learn in this section).mp420.22MB
  42. 14. Drawing insights from your model/2. Power insights from your CAP.mp4161.15MB
  43. 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp423.76MB
  44. 14. Drawing insights from your model/4. Odds ratio (advanced topic).mp471.01MB
  45. 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp436.24MB
  46. 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4168.2MB
  47. 14. Drawing insights from your model/7. Section Recap.mp416.88MB
  48. 15. Model maintenance/1. Intro (what you will learn in this section).mp422.49MB
  49. 15. Model maintenance/2. What does model deterioration look like.mp443.39MB
  50. 15. Model maintenance/3. Why do models deteriorate.mp4150.36MB
  51. 15. Model maintenance/4. Three levels of maintenance for deployed models.mp440.16MB
  52. 15. Model maintenance/5. Section Recap.mp47.64MB
  53. 16. --------------------------- Part 3 Data Preparation ---------------------------/1. Welcome to Part 3.mp432.71MB
  54. 17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).mp413.89MB
  55. 17. Business Intelligence (BI) Tools/2. Working with Data.mp45.31MB
  56. 17. Business Intelligence (BI) Tools/3. What is a Data Warehouse What is a Database.mp426.23MB
  57. 17. Business Intelligence (BI) Tools/4. Setting up Microsoft SQL Server 2014 for practice.mp420.13MB
  58. 17. Business Intelligence (BI) Tools/5. Important Practice Database.mp422.8MB
  59. 17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).mp48.28MB
  60. 17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp418.09MB
  61. 17. Business Intelligence (BI) Tools/8. Installing SSDT with MSVS Shell.mp445.84MB
  62. 18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).mp429.29MB
  63. 18. ETL Phase 1 Data Wrangling before the Load/2. Preparing your folder structure for your Data Science project.mp414.37MB
  64. 18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.mp410.94MB
  65. 18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.mp469.1MB
  66. 18. ETL Phase 1 Data Wrangling before the Load/5. Notepad ++.mp410.84MB
  67. 18. ETL Phase 1 Data Wrangling before the Load/6. Editpad Lite.mp420.37MB
  68. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/1. Intro (what you will learn in this section).mp430.89MB
  69. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp416.52MB
  70. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/3. Creating a flat file source task and OLE DB destination.mp416.5MB
  71. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/4. Setting up your flat file source connection.mp457.92MB
  72. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/5. Setting up your database connection and creating a RAW table.mp478.8MB
  73. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/6. Run the Upload & Disable.mp432.87MB
  74. 19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/7. Due Dilligence Upload Quality Assurance.mp431.19MB
  75. 2. What is Data Science/1. Intro (what you will learn in this section).mp47.7MB
  76. 2. What is Data Science/2. Updates on Udemy Reviews.mp420.42MB
  77. 2. What is Data Science/3. Profession of the future.mp458.01MB
  78. 2. What is Data Science/4. Areas of Data Science.mp437.66MB
  79. 2. What is Data Science/5. IMPORTANT Course Pathways.mp436.28MB
  80. 20. Handling errors during ETL (Phases 1 & 2)/1. Intro (what you will learn in this section).mp430.92MB
  81. 20. Handling errors during ETL (Phases 1 & 2)/10. Automating Error Handling in SSIS Conditional Split.mp493.52MB
  82. 20. Handling errors during ETL (Phases 1 & 2)/11. Automating Error Handling in SSIS Conditional Split (Level 2).mp4103.3MB
  83. 20. Handling errors during ETL (Phases 1 & 2)/12. How to analyze the error files.mp4328.77MB
  84. 20. Handling errors during ETL (Phases 1 & 2)/13. Due Dilligence the one thing you HAVE to do every time.mp497.74MB
  85. 20. Handling errors during ETL (Phases 1 & 2)/14. Types of Errors in SSIS.mp415.17MB
  86. 20. Handling errors during ETL (Phases 1 & 2)/15. Summary.mp480.59MB
  87. 20. Handling errors during ETL (Phases 1 & 2)/16. Homework.mp484.58MB
  88. 20. Handling errors during ETL (Phases 1 & 2)/2. Download the dataset for this section.mp47.11MB
  89. 20. Handling errors during ETL (Phases 1 & 2)/3. How excel can mess up your data.mp490.25MB
  90. 20. Handling errors during ETL (Phases 1 & 2)/4. Bulletproof Blueprint for Data Wrangling before the Load.mp4147.48MB
  91. 20. Handling errors during ETL (Phases 1 & 2)/5. SSIS Error Text qualifier not specified.mp496.7MB
  92. 20. Handling errors during ETL (Phases 1 & 2)/6. What do you do when your source file is corrupt (Part 1).mp4257.16MB
  93. 20. Handling errors during ETL (Phases 1 & 2)/7. What do you do when your source file is corrupt (Part 2).mp497.09MB
  94. 20. Handling errors during ETL (Phases 1 & 2)/8. SSIS Error Data truncation.mp4267.53MB
  95. 20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.mp457.77MB
  96. 21. SQL Programming for Data Science/1. Intro (what you will learn in this section).mp419.37MB
  97. 21. SQL Programming for Data Science/10. Data Types in SQL.mp428.26MB
  98. 21. SQL Programming for Data Science/11. Implicit Data Conversion in SQL.mp446.23MB
  99. 21. SQL Programming for Data Science/12. Using Cast() vs Convert().mp455.99MB
  100. 21. SQL Programming for Data Science/13. Working with NULLs.mp461.41MB
  101. 21. SQL Programming for Data Science/14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp433.92MB
  102. 21. SQL Programming for Data Science/15. Joins with duplicate values.mp414.73MB
  103. 21. SQL Programming for Data Science/16. Joining on multiple fields.mp433.24MB
  104. 21. SQL Programming for Data Science/17. Practicing Joins.mp486.69MB
  105. 21. SQL Programming for Data Science/2. Download the dataset for this section.mp46.02MB
  106. 21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.mp416.61MB
  107. 21. SQL Programming for Data Science/4. Shortcut to upload the data.mp413.83MB
  108. 21. SQL Programming for Data Science/5. SELECT Statement.mp483.28MB
  109. 21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp495.61MB
  110. 21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).mp472.36MB
  111. 21. SQL Programming for Data Science/8. Comments in SQL.mp434.54MB
  112. 21. SQL Programming for Data Science/9. Order By.mp488.55MB
  113. 22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).mp434.92MB
  114. 22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.mp418.23MB
  115. 22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.mp4206.93MB
  116. 22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.mp4129.68MB
  117. 22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.mp4138.64MB
  118. 22. ETL Phase 3 Data Wrangling after the load/14. How to create a proc template.mp439.05MB
  119. 22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.mp469.87MB
  120. 22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].mp4189.75MB
  121. 22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.mp426.58MB
  122. 22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.mp410.27MB
  123. 22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp448.02MB
  124. 22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.mp435.23MB
  125. 22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.mp4115.5MB
  126. 22. ETL Phase 3 Data Wrangling after the load/7. Create table.mp4117.02MB
  127. 22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.mp422.51MB
  128. 22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.mp486.06MB
  129. 23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).mp432.88MB
  130. 23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.mp444.82MB
  131. 23. Handling errors during ETL (Phase 3)/11. Part Completed.mp450.12MB
  132. 23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp462.38MB
  133. 23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp45.4MB
  134. 23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4197.78MB
  135. 23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp493.29MB
  136. 23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.mp4108.61MB
  137. 23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.mp4108.5MB
  138. 23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4118.08MB
  139. 23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp449.03MB
  140. 23. Handling errors during ETL (Phase 3)/9. Additional Quality Assurance check ZipCode.mp459.97MB
  141. 24. --------------------------- Part 4 Communication ---------------------------/1. Welcome to Part 4.mp415.39MB
  142. 25. Working with people/1. Intro (what you will learn in this section).mp426.45MB
  143. 25. Working with people/2. Cross-departmental Work.mp4153.55MB
  144. 25. Working with people/3. Come to me with a Business Problem.mp478.94MB
  145. 25. Working with people/4. Setting expectations and pre-project communication.mp4126.73MB
  146. 25. Working with people/5. Go and sit with them.mp4168MB
  147. 25. Working with people/6. The art of saying No.mp4196.42MB
  148. 25. Working with people/7. Sometimes you have to go to the top.mp494.36MB
  149. 25. Working with people/8. Building a data culture.mp4185.16MB
  150. 26. Presenting for Data Scientists/1. Intro (what you will learn in this section).mp461.57MB
  151. 26. Presenting for Data Scientists/10. Bonus my full presentation LIVE 2015.mp4179.61MB
  152. 26. Presenting for Data Scientists/2. Case study.mp422.2MB
  153. 26. Presenting for Data Scientists/3. Analysing the intro.mp4110.4MB
  154. 26. Presenting for Data Scientists/4. Intro dissection - recap.mp4341.94MB
  155. 26. Presenting for Data Scientists/5. REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4230.48MB
  156. 26. Presenting for Data Scientists/6. My brainstorming method.mp4111.08MB
  157. 26. Presenting for Data Scientists/7. How to present to executives.mp4197.49MB
  158. 26. Presenting for Data Scientists/8. The truth is not always pretty.mp499.78MB
  159. 26. Presenting for Data Scientists/9. Passion and the Wow-factor.mp472.05MB
  160. 27. Homework Solutions/1. Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp476.6MB
  161. 27. Homework Solutions/2. Advanced Data Mining with Tableau Chi-Squared Test for Country.mp455.97MB
  162. 27. Homework Solutions/3. ETL Error Handling (Phases 1 and 2).mp4326.38MB
  163. 27. Homework Solutions/4. ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4287.86MB
  164. 27. Homework Solutions/5. ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4173.43MB
  165. 27. Homework Solutions/6. ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4231.4MB
  166. 27. Homework Solutions/7. THANK YOU bonus video.mp452.26MB
  167. 3. --------------------------- Part 1 Visualisation ---------------------------/1. Welcome to Part 1.mp435.98MB
  168. 4. Introduction to Tableau/1. Intro (what you will learn in this section).mp416.55MB
  169. 4. Introduction to Tableau/10. Section Recap.mp419.98MB
  170. 4. Introduction to Tableau/2. Installing Tableau Desktop and Tableau Public (FREE).mp426.76MB
  171. 4. Introduction to Tableau/3. Challenge description + view data in file.mp422.06MB
  172. 4. Introduction to Tableau/4. Connecting Tableau to a Data file - CSV file.mp425.15MB
  173. 4. Introduction to Tableau/5. Navigating Tableau - Measures and Dimensions.mp431.32MB
  174. 4. Introduction to Tableau/6. Creating a calculated field.mp424.61MB
  175. 4. Introduction to Tableau/7. Adding colours.mp430.55MB
  176. 4. Introduction to Tableau/8. Adding labels and formatting.mp448.06MB
  177. 4. Introduction to Tableau/9. Exporting your worksheet.mp431.07MB
  178. 5. How to use Tableau for Data Mining/1. Intro (what you will learn in this section).mp426.46MB
  179. 5. How to use Tableau for Data Mining/2. Get the Dataset + Project Overview.mp4126.02MB
  180. 5. How to use Tableau for Data Mining/3. Connecting Tableau to an Excel File.mp442.76MB
  181. 5. How to use Tableau for Data Mining/4. How to visualise an AB test in Tableau.mp441.8MB
  182. 5. How to use Tableau for Data Mining/5. Working with Aliases.mp435.1MB
  183. 5. How to use Tableau for Data Mining/6. Adding a Reference Line.mp446.39MB
  184. 5. How to use Tableau for Data Mining/7. Looking for anomalies.mp469.37MB
  185. 5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp476.85MB
  186. 5. How to use Tableau for Data Mining/9. Section Recap.mp427.66MB
  187. 6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp426.51MB
  188. 6. Advanced Data Mining With Tableau/10. Section Recap.mp433.25MB
  189. 6. Advanced Data Mining With Tableau/11. Part Completed.mp45.19MB
  190. 6. Advanced Data Mining With Tableau/2. Creating bins & Visualizing distributions.mp493.14MB
  191. 6. Advanced Data Mining With Tableau/3. Creating a classification test for a numeric variable.mp442.8MB
  192. 6. Advanced Data Mining With Tableau/4. Combining two charts and working with them in Tableau.mp426.92MB
  193. 6. Advanced Data Mining With Tableau/5. Validating Tableau Data Mining with a Chi-Squared test.mp496.5MB
  194. 6. Advanced Data Mining With Tableau/6. Chi-Squared test when there is more than 2 categories.mp421.35MB
  195. 6. Advanced Data Mining With Tableau/7. Visualising Balance and Estimated Salary distribution.mp4144.26MB
  196. 6. Advanced Data Mining With Tableau/8. Bonus Chi-Squared Test (Stats Tutorial).mp4147.37MB
  197. 6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp468.62MB
  198. 7. --------------------------- Part 2 Modelling ---------------------------/1. Welcome to Part 2.mp450.36MB
  199. 8. Stats Refresher/1. Intro (what you will learn in this section).mp417.75MB
  200. 8. Stats Refresher/2. Types of variables Categorical vs Numeric.mp424.28MB
  201. 8. Stats Refresher/3. Types of regressions.mp410.34MB
  202. 8. Stats Refresher/4. Ordinary Least Squares.mp44.22MB
  203. 8. Stats Refresher/5. R-squared.mp46.75MB
  204. 8. Stats Refresher/6. Adjusted R-squared.mp413.84MB
  205. 9. Simple Linear Regression/1. Intro (what you will learn in this section).mp422.37MB
  206. 9. Simple Linear Regression/2. Introduction to Gretl.mp434.95MB
  207. 9. Simple Linear Regression/3. Get the dataset.mp438.01MB
  208. 9. Simple Linear Regression/4. Import data and run descriptive statistics.mp431.77MB
  209. 9. Simple Linear Regression/5. Reading Linear Regression Output.mp465.81MB
  210. 9. Simple Linear Regression/6. Plotting and analysing the graph.mp463.92MB
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