1. Get Excited/1. Welcome to Data Science A-Z™.mp4
22.83MB
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1. Get Excited/1. Welcome to Data Science A-Z™.vtt
6.71KB
1. Get Excited/2. BONUS Learning Paths.html
2.37KB
10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4
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10. Multiple Linear Regression/1. Intro (what you will learn in this section).vtt
1.83KB
10. Multiple Linear Regression/10. Section Recap.mp4
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10. Multiple Linear Regression/10. Section Recap.vtt
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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.vtt
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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.vtt
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10. Multiple Linear Regression/4. Dummy Variables.mp4
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10. Multiple Linear Regression/4. Dummy Variables.vtt
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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.vtt
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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.vtt
21.07KB
10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4
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10. Multiple Linear Regression/7. Backward Elimination - Practice time.vtt
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10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4
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10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.vtt
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10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4
63.32MB
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10. Multiple Linear Regression/9. Interpreting coefficients of MLR.vtt
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11. Logistic Regression/1. Intro (what you will learn in this section).mp4
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11. Logistic Regression/1. Intro (what you will learn in this section).vtt
2.39KB
11. Logistic Regression/2. Get the dataset.mp4
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11. Logistic Regression/2. Get the dataset.vtt
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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.vtt
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11. Logistic Regression/4. Logistic regression intuition.mp4
33.27MB
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11. Logistic Regression/4. Logistic regression intuition.vtt
22.58KB
11. Logistic Regression/5. Your first logistic regression.mp4
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11. Logistic Regression/5. Your first logistic regression.vtt
10.6KB
11. Logistic Regression/6. False Positives and False Negatives.mp4
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11. Logistic Regression/6. False Positives and False Negatives.vtt
10.37KB
11. Logistic Regression/7. Confusion Matrix.mp4
8.36MB
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11. Logistic Regression/7. Confusion Matrix.vtt
6.65KB
11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4
36.6MB
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11. Logistic Regression/8. Interpreting coefficients of a logistic regression.vtt
12.67KB
12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4
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12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).vtt
1.67KB
12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4
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8.26KB
12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4
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10.48KB
12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4
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6.89KB
12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4
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11.31KB
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15.13KB
12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4
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13.26KB
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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10.38KB
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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19.66KB
13. Assessing your model/5. Assessing your model using the CAP curve.mp4
21.02MB
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9.37KB
13. Assessing your model/6. Get my CAP curve template.mp4
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13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4
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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/4. Odds ratio (advanced topic).mp4
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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/6. Deriving insights from your coefficients (advanced topic).mp4
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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/2. What does model deterioration look like.mp4
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15. Model maintenance/2. What does model deterioration look like.vtt
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15. Model maintenance/3. Why do models deteriorate.mp4
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15. Model maintenance/3. Why do models deteriorate.vtt
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15. Model maintenance/4. Three levels of maintenance for deployed models.mp4
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15. Model maintenance/4. Three levels of maintenance for deployed models.vtt
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15. Model maintenance/5. Section Recap.mp4
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15. Model maintenance/5. Section Recap.vtt
2.33KB
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.vtt
3.47KB
17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).mp4
4.18MB
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17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).vtt
601B
17. Business Intelligence (BI) Tools/2. Working with Data.mp4
2.22MB
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17. Business Intelligence (BI) Tools/2. Working with Data.vtt
1.5KB
17. Business Intelligence (BI) Tools/3. What is a Data Warehouse What is a Database.mp4
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4.75KB
17. Business Intelligence (BI) Tools/4. Setting up Microsoft SQL Server 2014 for practice.mp4
20.12MB
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10.64KB
17. Business Intelligence (BI) Tools/5. Important Practice Database.mp4
22.79MB
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12.54KB
17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).mp4
3.22MB
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17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).vtt
2.73KB
17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp4
7.55MB
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17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .vtt
5.12KB
17. Business Intelligence (BI) Tools/8. Installing SSDT with MSVS Shell.mp4
17.22MB
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18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).mp4
10.41MB
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18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).vtt
1.27KB
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/2. Preparing your folder structure for your Data Science project.vtt
3.23KB
18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.mp4
3.49MB
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18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.vtt
1.97KB
18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.mp4
25.26MB
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18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.vtt
6.33KB
18. ETL Phase 1 Data Wrangling before the Load/5. Notepad ++.mp4
3.83MB
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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
10.15MB
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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).vtt
1.21KB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp4
5.61MB
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19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.vtt
2.56KB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/3. Creating a flat file source task and OLE DB destination.mp4
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20. Handling errors during ETL (Phases 1 & 2)/16. Homework.vtt
4.93KB
20. Handling errors during ETL (Phases 1 & 2)/2. Download the dataset for this section.mp4
2.27MB
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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)/5. SSIS Error Text qualifier not specified.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)/8. SSIS Error Data truncation.vtt
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20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.mp4
22.21MB
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20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.vtt
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21. SQL Programming for Data Science/1. Intro (what you will learn in this section).mp4
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21. SQL Programming for Data Science/10. Data Types in SQL.mp4
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21. SQL Programming for Data Science/11. Implicit Data Conversion in SQL.mp4
17.43MB
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21. SQL Programming for Data Science/12. Using Cast() vs Convert().mp4
21.13MB
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21. SQL Programming for Data Science/13. Working with NULLs.mp4
23.46MB
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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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3.34KB
21. SQL Programming for Data Science/16. Joining on multiple fields.mp4
13.55MB
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21. SQL Programming for Data Science/16. Joining on multiple fields.vtt
6.91KB
21. SQL Programming for Data Science/17. Practicing Joins.mp4
38.55MB
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21. SQL Programming for Data Science/17. Practicing Joins.vtt
6.15KB
21. SQL Programming for Data Science/2. Download the dataset for this section.mp4
1.9MB
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21. SQL Programming for Data Science/2. Download the dataset for this section.vtt
909B
21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.mp4
5.69MB
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21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.vtt
2.8KB
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.vtt
5.51KB
21. SQL Programming for Data Science/5. SELECT Statement.mp4
31.22MB
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21. SQL Programming for Data Science/5. SELECT Statement.vtt
7.73KB
21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp4
37.14MB
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21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.vtt
7.04KB
21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).mp4
26.18MB
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21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).vtt
5.8KB
21. SQL Programming for Data Science/8. Comments in SQL.mp4
12.36MB
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21. SQL Programming for Data Science/8. Comments in SQL.vtt
3.41KB
21. SQL Programming for Data Science/9. Order By.mp4
34.09MB
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21. SQL Programming for Data Science/9. Order By.vtt
7.11KB
22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).mp4
13.39MB
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22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).vtt
1.37KB
22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.mp4
7.44MB
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22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.vtt
5.32KB
22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.mp4
80.19MB
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22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.vtt
14.51KB
22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.mp4
52.11MB
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22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.vtt
10.05KB
22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.mp4
49.97MB
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22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.vtt
13.25KB
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.vtt
9.3KB
22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.mp4
26.47MB
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22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.vtt
6.22KB
22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].mp4
71.1MB
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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.].vtt
17.6KB
22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.mp4
10.3MB
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22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.vtt
7.77KB
22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.mp4
3.36MB
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22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.vtt
2.02KB
22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp4
17.39MB
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22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.vtt
4.49KB
22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.mp4
12.1MB
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22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.vtt
3.72KB
22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.mp4
39.78MB
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22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.vtt
11.48KB
22. ETL Phase 3 Data Wrangling after the load/7. Create table.mp4
40.85MB
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22. ETL Phase 3 Data Wrangling after the load/7. Create table.vtt
12.86KB
22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.mp4
22.51MB
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22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.vtt
7.8KB
22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.mp4
30.2MB
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22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.vtt
8.18KB
23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).mp4
12.86MB
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23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).vtt
1.36KB
23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.mp4
16.83MB
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23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.vtt
4.8KB
23. Handling errors during ETL (Phase 3)/11. Part Completed.mp4
36.05MB
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23. Handling errors during ETL (Phase 3)/11. Part Completed.vtt
12.48KB
23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp4
24.66MB
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23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.vtt
9.86KB
23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp4
1.72MB
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23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.vtt
1.1KB
23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4
89.01MB
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23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.vtt
14.04KB
23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp4
36.15MB
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23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.vtt
6.04KB
23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.mp4
38.68MB
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23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.vtt
9.77KB
23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.mp4
39.44MB
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23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.vtt
9.66KB
23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4
43.62MB
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23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.vtt
8.81KB
23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp4
18.08MB
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4.98KB
23. Handling errors during ETL (Phase 3)/9. Additional Quality Assurance check ZipCode.mp4
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3.95KB
24. --------------------------- Part 4 Communication ---------------------------/1. Welcome to Part 4.mp4
15.39MB
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25. Working with people/1. Intro (what you will learn in this section).mp4
8.2MB
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1.12KB
25. Working with people/2. Cross-departmental Work.mp4
49.27MB
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5.78KB
25. Working with people/3. Come to me with a Business Problem.mp4
26.48MB
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3.11KB
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38.27MB
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25. Working with people/5. Go and sit with them.mp4
58.92MB
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25. Working with people/6. The art of saying No.mp4
60.44MB
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7.99KB
25. Working with people/7. Sometimes you have to go to the top.mp4
28.48MB
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3.84KB
25. Working with people/8. Building a data culture.mp4
56.94MB
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20.97KB
26. Presenting for Data Scientists/11. Bonus links to other examples of good storytelling.html
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22.19MB
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7.3KB
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11.17KB
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9.91KB
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8.26KB
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5.29KB
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5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp4
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6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp4
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6. Advanced Data Mining With Tableau/10. Section Recap.mp4
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1.97MB
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2.33KB
6. Advanced Data Mining With Tableau/2. Creating bins & Visualizing distributions.mp4
17.09MB
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11.95KB
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6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4
15.09MB
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7. --------------------------- Part 2 Modelling ---------------------------/1. Welcome to Part 2.mp4
50.37MB
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8. Stats Refresher/1. Intro (what you will learn in this section).mp4
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9. Simple Linear Regression/2. Introduction to Gretl.mp4
15.13MB
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9. Simple Linear Regression/2. Introduction to Gretl.vtt
3.65KB
9. Simple Linear Regression/3. Get the dataset.mp4
7.55MB
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9. Simple Linear Regression/3. Get the dataset.vtt
5.07KB
9. Simple Linear Regression/4. Import data and run descriptive statistics.mp4
10.49MB
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9. Simple Linear Regression/4. Import data and run descriptive statistics.vtt
5.37KB
9. Simple Linear Regression/5. Reading Linear Regression Output.mp4
22.34MB
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9. Simple Linear Regression/5. Reading Linear Regression Output.vtt
8.87KB
9. Simple Linear Regression/6. Plotting and analysing the graph.mp4
22.32MB
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9. Simple Linear Regression/6. Plotting and analysing the graph.vtt
5.68KB
[DesireCourse.Net].url
51B