1. Get Excited/1. Welcome to Data Science A-Z™.mp4
48.85MB
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1. Get Excited/1. Welcome to Data Science A-Z™.srt
7.43KB
1. Get Excited/2. BONUS Learning Paths.html
2.37KB
10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4
27.66MB
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10. Multiple Linear Regression/1. Intro (what you will learn in this section).srt
2.02KB
10. Multiple Linear Regression/10. Section Recap.mp4
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10. Multiple Linear Regression/10. Section Recap.srt
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10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4
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10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.srt
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10. Multiple Linear Regression/3. Get the dataset.mp4
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10. Multiple Linear Regression/3. Get the dataset.srt
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10. Multiple Linear Regression/4. Dummy Variables.mp4
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10. Multiple Linear Regression/4. Dummy Variables.srt
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10. Multiple Linear Regression/5. Dummy Variable Trap.mp4
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10. Multiple Linear Regression/5. Dummy Variable Trap.srt
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10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4
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10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.srt
23.56KB
10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4
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10. Multiple Linear Regression/7. Backward Elimination - Practice time.srt
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10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4
124.67MB
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10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.srt
15.19KB
10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4
122.12MB
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10. Multiple Linear Regression/9. Interpreting coefficients of MLR.srt
18.51KB
11. Logistic Regression/1. Intro (what you will learn in this section).mp4
34.84MB
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11. Logistic Regression/1. Intro (what you will learn in this section).srt
2.65KB
11. Logistic Regression/2. Get the dataset.mp4
24.07MB
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11. Logistic Regression/2. Get the dataset.srt
5.59KB
11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4
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11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.srt
13.41KB
11. Logistic Regression/4. Logistic regression intuition.mp4
62.92MB
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11. Logistic Regression/4. Logistic regression intuition.srt
25.29KB
11. Logistic Regression/5. Your first logistic regression.mp4
62.22MB
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11. Logistic Regression/5. Your first logistic regression.srt
11.84KB
11. Logistic Regression/6. False Positives and False Negatives.mp4
33.42MB
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11. Logistic Regression/6. False Positives and False Negatives.srt
11.51KB
11. Logistic Regression/7. Confusion Matrix.mp4
15.68MB
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11. Logistic Regression/7. Confusion Matrix.srt
7.41KB
11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4
72.03MB
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11. Logistic Regression/8. Interpreting coefficients of a logistic regression.srt
14.08KB
12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4
22.39MB
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12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).srt
1.84KB
12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4
44.23MB
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9.2KB
12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4
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11.64KB
12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4
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7.63KB
12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4
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12.66KB
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119.18MB
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17.02KB
12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4
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14.72KB
12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4
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12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4
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12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.srt
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12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4
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13. Assessing your model/1. Intro (what you will learn in this section).mp4
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13. Assessing your model/2. Accuracy paradox.mp4
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13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4
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13. Assessing your model/4. How to build a CAP curve in Excel.mp4
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22.3KB
13. Assessing your model/5. Assessing your model using the CAP curve.mp4
39.26MB
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13. Assessing your model/5. Assessing your model using the CAP curve.srt
10.37KB
13. Assessing your model/6. Get my CAP curve template.mp4
56.63MB
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13. Assessing your model/6. Get my CAP curve template.srt
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13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4
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13. Assessing your model/8. Applying the model to test data.mp4
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13. Assessing your model/8. Applying the model to test data.srt
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13. Assessing your model/9. Comparing training performance and test performance.mp4
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13. Assessing your model/9. Comparing training performance and test performance.srt
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14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4
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14. Drawing insights from your model/2. Power insights from your CAP.mp4
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14. Drawing insights from your model/2. Power insights from your CAP.srt
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14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4
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14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).srt
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14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4
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14. Drawing insights from your model/4. Odds ratio (advanced topic).srt
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14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4
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14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).srt
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14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4
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14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).srt
20.83KB
14. Drawing insights from your model/7. Section Recap.mp4
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15. Model maintenance/1. Intro (what you will learn in this section).mp4
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15. Model maintenance/1. Intro (what you will learn in this section).srt
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15. Model maintenance/2. What does model deterioration look like.mp4
30.14MB
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15. Model maintenance/2. What does model deterioration look like.srt
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15. Model maintenance/3. Why do models deteriorate.mp4
108.98MB
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15. Model maintenance/3. Why do models deteriorate.srt
24.83KB
15. Model maintenance/4. Three levels of maintenance for deployed models.mp4
28.86MB
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15. Model maintenance/4. Three levels of maintenance for deployed models.srt
12.35KB
15. Model maintenance/5. Section Recap.mp4
6.07MB
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15. Model maintenance/5. Section Recap.srt
2.6KB
16. Part 3 Data Preparation/1. Welcome to Part 3.mp4
32.7MB
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16. Part 3 Data Preparation/1. Welcome to Part 3.srt
3.83KB
17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).mp4
8.27MB
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17. Business Intelligence (BI) Tools/2. Working with Data.mp4
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17. Business Intelligence (BI) Tools/3. What is a Data Warehouse What is a Database.mp4
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17. Business Intelligence (BI) Tools/4. Setting up Microsoft SQL Server 2014 for practice.mp4
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17. Business Intelligence (BI) Tools/5. Important Practice Database.mp4
22.8MB
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17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).mp4
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3.02KB
17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp4
13.95MB
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5.72KB
17. Business Intelligence (BI) Tools/8. Installing SSDT with MSVS Shell.mp4
30.54MB
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18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).mp4
17.65MB
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18. ETL Phase 1 Data Wrangling before the Load/2. Preparing your folder structure for your Data Science project.mp4
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18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.mp4
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18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.mp4
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18. ETL Phase 1 Data Wrangling before the Load/5. Notepad ++.mp4
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18. ETL Phase 1 Data Wrangling before the Load/6. Editpad Lite.mp4
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19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/1. Intro (what you will learn in this section).mp4
18.51MB
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1.32KB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp4
10.94MB
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19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.srt
2.85KB
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5.5KB
20. Handling errors during ETL (Phases 1 & 2)/2. Download the dataset for this section.mp4
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20. Handling errors during ETL (Phases 1 & 2)/3. How excel can mess up your data.mp4
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20. Handling errors during ETL (Phases 1 & 2)/4. Bulletproof Blueprint for Data Wrangling before the Load.mp4
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20. Handling errors during ETL (Phases 1 & 2)/6. What do you do when your source file is corrupt (Part 1).mp4
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20. Handling errors during ETL (Phases 1 & 2)/7. What do you do when your source file is corrupt (Part 2).mp4
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20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.mp4
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21. SQL Programming for Data Science/1. Intro (what you will learn in this section).mp4
11.41MB
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21. SQL Programming for Data Science/10. Data Types in SQL.mp4
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10.88KB
21. SQL Programming for Data Science/11. Implicit Data Conversion in SQL.mp4
32.56MB
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21. SQL Programming for Data Science/12. Using Cast() vs Convert().mp4
37.18MB
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21. SQL Programming for Data Science/13. Working with NULLs.mp4
39.63MB
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21. SQL Programming for Data Science/14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp4
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21. SQL Programming for Data Science/15. Joins with duplicate values.mp4
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21. SQL Programming for Data Science/16. Joining on multiple fields.mp4
25.92MB
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21. SQL Programming for Data Science/16. Joining on multiple fields.srt
7.64KB
21. SQL Programming for Data Science/17. Practicing Joins.mp4
61.77MB
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21. SQL Programming for Data Science/17. Practicing Joins.srt
6.83KB
21. SQL Programming for Data Science/2. Download the dataset for this section.mp4
4.01MB
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21. SQL Programming for Data Science/2. Download the dataset for this section.srt
1002B
21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.mp4
11.39MB
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21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.srt
3.1KB
21. SQL Programming for Data Science/4. Shortcut to upload the data.mp4
13.82MB
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21. SQL Programming for Data Science/4. Shortcut to upload the data.srt
6.21KB
21. SQL Programming for Data Science/5. SELECT Statement.mp4
53.58MB
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21. SQL Programming for Data Science/5. SELECT Statement.srt
8.63KB
21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp4
59.59MB
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7.81KB
21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).mp4
44.62MB
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21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).srt
6.5KB
21. SQL Programming for Data Science/8. Comments in SQL.mp4
21.73MB
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21. SQL Programming for Data Science/8. Comments in SQL.srt
3.8KB
21. SQL Programming for Data Science/9. Order By.mp4
57.49MB
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21. SQL Programming for Data Science/9. Order By.srt
7.91KB
22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).mp4
20.66MB
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22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).srt
1.51KB
22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.mp4
14.1MB
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22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.srt
5.88KB
22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.mp4
139.85MB
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22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.srt
16.37KB
22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.mp4
89.57MB
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22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.srt
11.27KB
22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.mp4
90.47MB
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22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.srt
14.89KB
22. ETL Phase 3 Data Wrangling after the load/14. How to create a proc template.mp4
30.07MB
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22. ETL Phase 3 Data Wrangling after the load/14. How to create a proc template.srt
10.46KB
22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.mp4
47.33MB
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22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.srt
6.94KB
22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].mp4
125.02MB
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22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].srt
19.64KB
22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.mp4
20.11MB
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22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.srt
8.58KB
22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.mp4
6.76MB
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22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.srt
2.25KB
22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp4
30.3MB
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22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.srt
5.04KB
22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.mp4
21.83MB
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22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.srt
4.08KB
22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.mp4
72.91MB
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22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.srt
12.81KB
22. ETL Phase 3 Data Wrangling after the load/7. Create table.mp4
76.55MB
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22. ETL Phase 3 Data Wrangling after the load/7. Create table.srt
14.36KB
22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.mp4
22.52MB
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22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.srt
8.68KB
22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.mp4
55.01MB
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22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.srt
55.03MB
23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).mp4
19.38MB
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23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).srt
1.51KB
23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.mp4
30.45MB
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23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.srt
5.35KB
23. Handling errors during ETL (Phase 3)/11. Part Completed.mp4
36.06MB
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23. Handling errors during ETL (Phase 3)/11. Part Completed.srt
13.84KB
23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp4
44.45MB
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23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.srt
10.93KB
23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp4
3.71MB
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23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.srt
1.23KB
23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4
135.37MB
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23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.srt
16.03KB
23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp4
62.18MB
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23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.srt
6.88KB
23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.mp4
70.52MB
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23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.srt
10.89KB
23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.mp4
71.65MB
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23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.srt
10.86KB
23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4
78.07MB
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78.08MB
23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp4
33.47MB
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23. Handling errors during ETL (Phase 3)/9. Additional Quality Assurance check ZipCode.mp4
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8.13KB
4. Introduction to Tableau/5. Navigating Tableau - Measures and Dimensions.mp4
38.41MB
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12.43KB
4. Introduction to Tableau/6. Creating a calculated field.mp4
37.46MB
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8.89KB
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10.99KB
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10.69KB
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15.8MB
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1.24KB
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88.75MB
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11.01KB
5. How to use Tableau for Data Mining/3. Connecting Tableau to an Excel File.mp4
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6.14KB
5. How to use Tableau for Data Mining/4. How to visualise an AB test in Tableau.mp4
28.84MB
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9.47KB
5. How to use Tableau for Data Mining/5. Working with Aliases.mp4
24.98MB
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5.88KB
5. How to use Tableau for Data Mining/6. Adding a Reference Line.mp4
32.94MB
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7.48KB
5. How to use Tableau for Data Mining/7. Looking for anomalies.mp4
47.68MB
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13.04KB
5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp4
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13.25KB
5. How to use Tableau for Data Mining/9. Section Recap.mp4
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6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp4
16.06MB
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1.18KB
6. Advanced Data Mining With Tableau/10. Section Recap.mp4
26.69MB
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8.44KB
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5.4MB
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2.58KB
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64.43MB
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13.37KB
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6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4
49.57MB
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50.36MB
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1.03KB
9. Simple Linear Regression/2. Introduction to Gretl.mp4
24.39MB
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9. Simple Linear Regression/2. Introduction to Gretl.srt
4.04KB
9. Simple Linear Regression/3. Get the dataset.mp4
26.51MB
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9. Simple Linear Regression/3. Get the dataset.srt
5.6KB
9. Simple Linear Regression/4. Import data and run descriptive statistics.mp4
22.85MB
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9. Simple Linear Regression/4. Import data and run descriptive statistics.srt
5.92KB
9. Simple Linear Regression/5. Reading Linear Regression Output.mp4
47.18MB
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9. Simple Linear Regression/5. Reading Linear Regression Output.srt
9.83KB
9. Simple Linear Regression/6. Plotting and analysing the graph.mp4
44.44MB
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9. Simple Linear Regression/6. Plotting and analysing the graph.srt
6.27KB