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File Name

Size

01 Get Excited/001 Welcome to Data Science A-ZTM.mp4

34.78MB

02 What is Data Science/002 Intro what you will learn in this section.mp4

7.7MB

02 What is Data Science/003 Profession of the future.mp4

26.89MB

02 What is Data Science/004 Areas of Data Science.mp4

19.16MB

02 What is Data Science/005 IMPORTANT Course Pathways.mp4

18.64MB

02 What is Data Science/006 BONUS Success Story.html

1.85KB

03 --------------------------- Part 1 Visualisation ---------------------------/007 Welcome to Part 1.mp4

30.38MB

04 Introduction to Tableau/008 Intro what you will learn in this section.mp4

13.34MB

04 Introduction to Tableau/009 Installing Tableau Desktop and Tableau Public FREE.mp4

41.92MB

04 Introduction to Tableau/010 Challenge description view data in file.mp4

21.16MB

04 Introduction to Tableau/011 Connecting Tableau to a Data file - CSV file.mp4

24.9MB

04 Introduction to Tableau/012 Navigating Tableau - Measures and Dimensions.mp4

25.14MB

04 Introduction to Tableau/013 Creating a calculated field.mp4

23.3MB

04 Introduction to Tableau/014 Adding colours.mp4

25.94MB

04 Introduction to Tableau/015 Adding labels and formatting.mp4

41.71MB

04 Introduction to Tableau/016 Exporting your worksheet.mp4

37.37MB

04 Introduction to Tableau/017 Section Recap.mp4

5.62MB

04 Introduction to Tableau/quizzes/001 Tableau Basics.html

4.6KB

05 How to use Tableau for Data Mining/018 Intro what you will learn in this section.mp4

13.28MB

05 How to use Tableau for Data Mining/019 Get the Dataset Project Overview.mp4

24.06MB

05 How to use Tableau for Data Mining/020 Connecting Tableau to an Excel File.mp4

19.75MB

05 How to use Tableau for Data Mining/021 How to visualise an ad-hoc A-B test in Tableau.mp4

19.84MB

05 How to use Tableau for Data Mining/022 Working with Aliases.mp4

16.39MB

05 How to use Tableau for Data Mining/023 Adding a Reference Line.mp4

21.91MB

05 How to use Tableau for Data Mining/024 Looking for anomalies.mp4

34.41MB

05 How to use Tableau for Data Mining/025 Handy trick to validate your approach data.mp4

37.28MB

05 How to use Tableau for Data Mining/026 Section Recap.mp4

16.2MB

06 Advanced Data Mining With Tableau/027 Intro what you will learn in this section.mp4

15.2MB

06 Advanced Data Mining With Tableau/028 Creating bins Visualizing distributions.mp4

44.17MB

06 Advanced Data Mining With Tableau/029 Creating a classification test for a numeric variable.mp4

20.8MB

06 Advanced Data Mining With Tableau/030 Combining two charts and working with them in Tableau.mp4

26.91MB

06 Advanced Data Mining With Tableau/031 Validating Tableau Data Mining with a Chi-Squared test.mp4

50.48MB

06 Advanced Data Mining With Tableau/032 Chi-Squared test when there is more than 2 categories.mp4

21.34MB

06 Advanced Data Mining With Tableau/033 Visualising Balance and Estimated Salary distribution.mp4

71.09MB

06 Advanced Data Mining With Tableau/034 Bonus Chi-Squared Test Stats Tutorial.mp4

75.04MB

06 Advanced Data Mining With Tableau/035 Bonus Chi-Squared Test Part 2 Stats Tutorial.mp4

39.63MB

06 Advanced Data Mining With Tableau/036 Section Recap.mp4

19.66MB

06 Advanced Data Mining With Tableau/037 Part Completed.mp4

2.18MB

07 --------------------------- Part 2 Modelling ---------------------------/038 Welcome to Part 2.mp4

50.36MB

08 Stats Refresher/039 Intro what you will learn in this section.mp4

7.22MB

08 Stats Refresher/040 Types of variables Categorical vs Numeric.mp4

13.04MB

08 Stats Refresher/041 Types of regressions.mp4

10.33MB

08 Stats Refresher/042 Ordinary Least Squares.mp4

5.13MB

08 Stats Refresher/043 R-squared.mp4

7.87MB

08 Stats Refresher/044 Adjusted R-squared.mp4

16.39MB

09 Simple Linear Regression/045 Intro what you will learn in this section.mp4

12.68MB

09 Simple Linear Regression/046 Introduction to Gretl.mp4

22.87MB

09 Simple Linear Regression/047 Get the dataset.mp4

18.56MB

09 Simple Linear Regression/048 Import data and run descriptive statistics.mp4

14.41MB

09 Simple Linear Regression/049 Reading Linear Regression Output.mp4

29.67MB

09 Simple Linear Regression/050 Plotting and analysing the graph.mp4

31.02MB

10 Multiple Linear Regression/051 Intro what you will learn in this section.mp4

26.84MB

10 Multiple Linear Regression/052 Caveat assumptions of a linear regression.mp4

4.32MB

10 Multiple Linear Regression/053 Get the dataset.mp4

35.95MB

10 Multiple Linear Regression/054 Dummy Variables.mp4

41.53MB

10 Multiple Linear Regression/055 Dummy Variable Trap.mp4

12.51MB

10 Multiple Linear Regression/056 Ways to build a model BACKWARD FORWARD STEPWISE.mp4

25.67MB

10 Multiple Linear Regression/057 Backward Elimination - Practice time.mp4

95.23MB

10 Multiple Linear Regression/058 Using Adjusted R-squared to create Robust models.mp4

95.66MB

10 Multiple Linear Regression/059 Interpreting coefficients of MLR.mp4

88.9MB

10 Multiple Linear Regression/060 Section Recap.mp4

16.51MB

11 Logistic Regression/061 Intro what you will learn in this section.mp4

37.19MB

11 Logistic Regression/062 Get the dataset.mp4

8.99MB

11 Logistic Regression/063 Binary outcome YesNo-Type Business Problems.mp4

36.2MB

11 Logistic Regression/064 Logistic regression intuition.mp4

42.99MB

11 Logistic Regression/065 Your first logistic regression.mp4

41.71MB

11 Logistic Regression/066 False Positives and False Negatives.mp4

22.87MB

11 Logistic Regression/067 Confusion Matrix.mp4

11.01MB

11 Logistic Regression/068 Interpreting coefficients of a logistic regression.mp4

50.74MB

12 Building a robust geodemographic segmentation model/069 Intro what you will learn in this section.mp4

15.3MB

12 Building a robust geodemographic segmentation model/070 Get the dataset.mp4

27.11MB

12 Building a robust geodemographic segmentation model/071 What is geo-demographic segmenation.mp4

15.82MB

12 Building a robust geodemographic segmentation model/072 Lets build the model - first iteration.mp4

34.4MB

12 Building a robust geodemographic segmentation model/073 Lets build the model - backward elimination STEP-BY-STEP.mp4

97.41MB

12 Building a robust geodemographic segmentation model/074 Transforming independent variables.mp4

52.37MB

12 Building a robust geodemographic segmentation model/075 Creating derived variables.mp4

41.84MB

12 Building a robust geodemographic segmentation model/076 Checking for multicollinearity using VIF.mp4

86.79MB

12 Building a robust geodemographic segmentation model/077 Correlation Matrix and Multicollinearity Intuition.mp4

48.82MB

12 Building a robust geodemographic segmentation model/078 Model is Ready and Section Recap.mp4

35.01MB

13 Assessing your model/079 Intro what you will learn in this section.mp4

8.89MB

13 Assessing your model/080 Accuracy paradox.mp4

5.99MB

13 Assessing your model/081 Cumulative Accuracy Profile CAP.mp4

27.43MB

13 Assessing your model/082 How to build a CAP curve in Excel.mp4

126.96MB

13 Assessing your model/083 Assessing your model using the CAP curve.mp4

28.47MB

13 Assessing your model/084 Get my CAP curve template.mp4

44.86MB

13 Assessing your model/085 How to use test data to prevent overfitting your model.mp4

13.76MB

13 Assessing your model/086 Applying the model to test data.mp4

88.64MB

13 Assessing your model/087 Comparing training performance and test performance.mp4

87.31MB

13 Assessing your model/088 Section Recap.mp4

12.61MB

14 Drawing insights from your model/089 Intro what you will learn in this section.mp4

8.35MB

14 Drawing insights from your model/090 Power insights from your CAP.mp4

85.59MB

14 Drawing insights from your model/091 Coefficients of a Logistic Regression - Plan of Attack advanced topic.mp4

13.66MB

14 Drawing insights from your model/092 Odds ratio advanced topic.mp4

39.85MB

14 Drawing insights from your model/093 Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4

19.55MB

14 Drawing insights from your model/094 Deriving insights from your coefficients advanced topic.mp4

92.35MB

14 Drawing insights from your model/095 Section Recap.mp4

9.79MB

15 Model maintenance/096 Intro what you will learn in this section.mp4

9.45MB

15 Model maintenance/097 What does model deterioration look like.mp4

22.6MB

15 Model maintenance/098 Why do models deteriorate.mp4

80.69MB

15 Model maintenance/099 Three levels of maintenance for deployed models.mp4

18.61MB

15 Model maintenance/100 Section Recap.mp4

4.4MB

16 --------------------------- Part 3 Data Preparation ---------------------------/101 Welcome to Part 3.mp4

32.7MB

17 Business Intelligence BI Tools/102 Intro what you will learn in this section.mp4

5.69MB

17 Business Intelligence BI Tools/103 Working with Data.mp4

2.88MB

17 Business Intelligence BI Tools/104 What is a Data Warehouse What is a Database.mp4

13.66MB

17 Business Intelligence BI Tools/105 Setting up Microsoft SQL Server 2014 for practice.mp4

20.12MB

17 Business Intelligence BI Tools/106 Important Practice Database.mp4

22.79MB

17 Business Intelligence BI Tools/107 ETL for Data Science - what is Extract Transform Load ETL.mp4

4.12MB

17 Business Intelligence BI Tools/108 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp4

10.31MB

17 Business Intelligence BI Tools/109 Installing SSDT with MSVS Shell.mp4

25.42MB

18 ETL Phase 1 Data Wrangling before the Load/110 Intro what you will learn in this section.mp4

14.54MB

18 ETL Phase 1 Data Wrangling before the Load/111 Preparing your folder structure for your Data Science project.mp4

6.75MB

18 ETL Phase 1 Data Wrangling before the Load/112 Download the dataset for this section.mp4

5.38MB

18 ETL Phase 1 Data Wrangling before the Load/113 Two things you HAVE to do before the load.mp4

35.99MB

18 ETL Phase 1 Data Wrangling before the Load/114 Notepad.mp4

6.04MB

18 ETL Phase 1 Data Wrangling before the Load/115 Editpad Lite.mp4

11.28MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/116 Intro what you will learn in this section.mp4

14.66MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/117 Starting and navigating an SSIS Project.mp4

8.87MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/118 Creating a flat file source task and OLE DB destination.mp4

8.49MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/119 Setting up your flat file source connection.mp4

29.49MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/120 Setting up your database connection and creating a RAW table.mp4

41.37MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/121 Run the Upload Disable.mp4

17.82MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/122 Due Dilligence Upload Quality Assurance.mp4

18.12MB

20 Handling errors during ETL Phases 1 2/123 Intro what you will learn in this section.mp4

17.96MB

20 Handling errors during ETL Phases 1 2/124 Download the dataset for this section.mp4

3.64MB

20 Handling errors during ETL Phases 1 2/125 How excel can mess up your data.mp4

110.92MB

20 Handling errors during ETL Phases 1 2/126 Bulletproof Blueprint for Data Wrangling before the Load.mp4

126.45MB

20 Handling errors during ETL Phases 1 2/127 SSIS Error Text qualifier not specified.mp4

46.19MB

20 Handling errors during ETL Phases 1 2/128 What do you do when your source file is corrupt Part 1.mp4

257.15MB

20 Handling errors during ETL Phases 1 2/129 What do you do when your source file is corrupt Part 2.mp4

60.15MB

20 Handling errors during ETL Phases 1 2/130 SSIS Error Data truncation.mp4

243.6MB

20 Handling errors during ETL Phases 1 2/131 Handy trick for finding anomalies in SQL.mp4

35.75MB

20 Handling errors during ETL Phases 1 2/132 Automating Error Handling in SSIS Conditional Split.mp4

48MB

20 Handling errors during ETL Phases 1 2/133 Automating Error Handling in SSIS Conditional Split Level 2.mp4

72.72MB

20 Handling errors during ETL Phases 1 2/134 How to analyze the error files.mp4

238.99MB

20 Handling errors during ETL Phases 1 2/135 Due Dilligence the one thing you HAVE to do every time.mp4

44.54MB

20 Handling errors during ETL Phases 1 2/136 Types of Errors in SSIS.mp4

8.78MB

20 Handling errors during ETL Phases 1 2/137 Summary.mp4

48.39MB

20 Handling errors during ETL Phases 1 2/138 Homework.mp4

95.67MB

21 SQL Programming for Data Science/139 Intro what you will learn in this section.mp4

11.24MB

21 SQL Programming for Data Science/140 Download the dataset for this section.mp4

3.01MB

21 SQL Programming for Data Science/141 Getting To Know MS SQL Management Studio.mp4

8.09MB

21 SQL Programming for Data Science/142 Shortcut to upload the data.mp4

13.82MB

21 SQL Programming for Data Science/143 SELECT Statement.mp4

48.9MB

21 SQL Programming for Data Science/144 Using the WHERE clause to filter data.mp4

59.3MB

21 SQL Programming for Data Science/145 How to use Wildcards Regular Expressions in SQL and _.mp4

41.68MB

21 SQL Programming for Data Science/146 Comments in SQL.mp4

19.24MB

21 SQL Programming for Data Science/147 Order By.mp4

53.73MB

21 SQL Programming for Data Science/148 Data Types in SQL.mp4

16.09MB

21 SQL Programming for Data Science/149 Implicit Data Conversion in SQL.mp4

24.45MB

21 SQL Programming for Data Science/150 Using Cast vs Convert.mp4

32.18MB

21 SQL Programming for Data Science/151 Working with NULLs.mp4

37.28MB

21 SQL Programming for Data Science/152 Understanding how LEFT RIGHT INNER and OUTER joins work.mp4

18.36MB

21 SQL Programming for Data Science/153 Joins with duplicate values.mp4

7.92MB

21 SQL Programming for Data Science/154 Joining on multiple fields.mp4

17.84MB

21 SQL Programming for Data Science/155 Practicing Joins.mp4

57.45MB

22 ETL Phase 3 Data Wrangling after the load/156 Intro what you will learn in this section.mp4

19.4MB

22 ETL Phase 3 Data Wrangling after the load/157 RAW WRK DRV tables.mp4

13.09MB

22 ETL Phase 3 Data Wrangling after the load/158 Download the dataset for this section.mp4

5.29MB

22 ETL Phase 3 Data Wrangling after the load/159 Create your first Stored Proc in SQL.mp4

27.17MB

22 ETL Phase 3 Data Wrangling after the load/160 Executing Stored Procedures.mp4

19.24MB

22 ETL Phase 3 Data Wrangling after the load/161 Modifying Stored Procedures.mp4

63.76MB

22 ETL Phase 3 Data Wrangling after the load/162 Create table.mp4

61.44MB

22 ETL Phase 3 Data Wrangling after the load/163 Insert INTO.mp4

22.51MB

22 ETL Phase 3 Data Wrangling after the load/164 Check if table exists drop table Truncate.mp4

48.67MB

22 ETL Phase 3 Data Wrangling after the load/165 Intermediate Recap - Procs.mp4

9.65MB

22 ETL Phase 3 Data Wrangling after the load/166 Create the proc for the second file.mp4

123.94MB

22 ETL Phase 3 Data Wrangling after the load/167 Adding leading zeros.mp4

80.71MB

22 ETL Phase 3 Data Wrangling after the load/168 Converting data on the fly.mp4

78.06MB

22 ETL Phase 3 Data Wrangling after the load/169 How to create a proc template.mp4

39.04MB

22 ETL Phase 3 Data Wrangling after the load/170 Archiving Procs.mp4

40.4MB

22 ETL Phase 3 Data Wrangling after the load/171 What you can do with these tables going forward drv files etc..mp4

110.3MB

23 Handling errors during ETL Phase 3/172 Intro what you will learn in this section.mp4

18.78MB

23 Handling errors during ETL Phase 3/173 Download the dataset for this section.mp4

2.54MB

23 Handling errors during ETL Phase 3/174 Upload the data to RAW table.mp4

144.55MB

23 Handling errors during ETL Phase 3/175 Create Stored Proc.mp4

58.2MB

23 Handling errors during ETL Phase 3/176 How to deal with errors using the isnumeric function.mp4

61.8MB

23 Handling errors during ETL Phase 3/177 How to deal errors using the len function.mp4

62.78MB

23 Handling errors during ETL Phase 3/178 How to deal with errors using the isdate function.mp4

68.88MB

23 Handling errors during ETL Phase 3/179 Additional Quality Assurance check Balance.mp4

27.52MB

23 Handling errors during ETL Phase 3/180 Additional Quality Assurance check ZipCode.mp4

44.81MB

23 Handling errors during ETL Phase 3/181 Additional Quality Assurance check Birthday.mp4

24.79MB

23 Handling errors during ETL Phase 3/182 Part Completed.mp4

50.11MB

23 Handling errors during ETL Phase 3/183 ETL Error Handling Vehicle Service Project.mp4

34.35MB

24 --------------------------- Part 4 Communication ---------------------------/184 Welcome to Part 4.mp4

15.38MB

25 Working with people/185 Intro what you will learn in this section.mp4

11.71MB

25 Working with people/186 Cross-departmental Work.mp4

71.4MB

25 Working with people/187 Come to me with a Business Problem.mp4

38.4MB

25 Working with people/188 Setting expectations and pre-project communication.mp4

54.94MB

25 Working with people/189 Go and sit with them.mp4

85.23MB

25 Working with people/190 The art of saying No.mp4

87.38MB

25 Working with people/191 Sometimes you have to go to the top.mp4

41.03MB

25 Working with people/192 Building a data culture.mp4

82.32MB

26 Presenting for Data Scientists/193 Intro what you will learn in this section.mp4

27.47MB

26 Presenting for Data Scientists/194 Case study.mp4

22.19MB

26 Presenting for Data Scientists/195 Analysing the intro.mp4

54.54MB

26 Presenting for Data Scientists/196 Intro dissection - recap.mp4

165.2MB

26 Presenting for Data Scientists/197 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4

104.28MB

26 Presenting for Data Scientists/198 My brainstorming method.mp4

54.9MB

26 Presenting for Data Scientists/199 How to present to executives.mp4

89.44MB

26 Presenting for Data Scientists/200 The truth is not always pretty.mp4

46.83MB

26 Presenting for Data Scientists/201 Passion and the Wow-factor.mp4

34.31MB

26 Presenting for Data Scientists/202 Bonus my full presentation LIVE 2015.mp4

88.48MB

26 Presenting for Data Scientists/203 Bonus links to other examples of good storytelling.html

929B

27 Homework Solutions/204 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp4

18.66MB

27 Homework Solutions/205 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4

13.72MB

27 Homework Solutions/206 ETL Error Handling Phases 1 and 2.mp4

238.98MB

27 Homework Solutions/207 ETL Error Handling Vehicle Service Project Part 1 of 3.mp4

183.53MB

27 Homework Solutions/208 ETL Error Handling Vehicle Service Project Part 2 of 3.mp4

102.91MB

27 Homework Solutions/209 ETL Error Handling Vehicle Service Project Part 3 of 3.mp4

138.83MB

28 Bonus Lectures/210 YOUR SPECIAL BONUS.html

4.34KB

Freetutorials.us.url

119B

[FreeTutorials.us].txt

75B

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