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[FreeCourseSite.com] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
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2020-7-20 19:27
2024-12-23 09:13
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5.83 GB
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Data
Science
A-Z™
Real-Life
Data
Science
Exercises
Included
文件列表
1. Get Excited/1. Welcome to Data Science A-Z™.mp4
22.83MB
10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4
18.53MB
10. Multiple Linear Regression/10. Section Recap.mp4
12.08MB
10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4
3.36MB
10. Multiple Linear Regression/3. Get the dataset.mp4
10.2MB
10. Multiple Linear Regression/4. Dummy Variables.mp4
29.87MB
10. Multiple Linear Regression/5. Dummy Variable Trap.mp4
9.02MB
10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4
21.92MB
10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4
32MB
10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4
66.18MB
10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4
63.32MB
11. Logistic Regression/1. Intro (what you will learn in this section).mp4
25.26MB
11. Logistic Regression/2. Get the dataset.mp4
7.05MB
11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4
26.82MB
11. Logistic Regression/4. Logistic regression intuition.mp4
33.27MB
11. Logistic Regression/5. Your first logistic regression.mp4
30.1MB
11. Logistic Regression/6. False Positives and False Negatives.mp4
17.87MB
11. Logistic Regression/7. Confusion Matrix.mp4
8.36MB
11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4
36.6MB
12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4
10.95MB
12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4
24.41MB
12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4
19.02MB
12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4
12.59MB
12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4
25.03MB
12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4
66.69MB
12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4
36.68MB
12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4
28.74MB
12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4
58.2MB
12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4
33.9MB
13. Assessing your model/1. Intro (what you will learn in this section).mp4
6.36MB
13. Assessing your model/10. Section Recap.mp4
9.21MB
13. Assessing your model/2. Accuracy paradox.mp4
4.48MB
13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4
20.91MB
13. Assessing your model/4. How to build a CAP curve in Excel.mp4
84.43MB
13. Assessing your model/5. Assessing your model using the CAP curve.mp4
21.02MB
13. Assessing your model/6. Get my CAP curve template.mp4
14.4MB
13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4
10.62MB
13. Assessing your model/8. Applying the model to test data.mp4
58.5MB
13. Assessing your model/9. Comparing training performance and test performance.mp4
58.24MB
14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4
5.96MB
14. Drawing insights from your model/2. Power insights from your CAP.mp4
58.26MB
14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4
9.94MB
14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4
27.31MB
14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4
14.27MB
14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4
63.62MB
14. Drawing insights from your model/7. Section Recap.mp4
7.34MB
15. Model maintenance/1. Intro (what you will learn in this section).mp4
6.76MB
15. Model maintenance/2. What does model deterioration look like.mp4
15.76MB
15. Model maintenance/3. Why do models deteriorate.mp4
57.66MB
15. Model maintenance/4. Three levels of maintenance for deployed models.mp4
14.25MB
15. Model maintenance/5. Section Recap.mp4
3.28MB
16. --------------------------- Part 3 Data Preparation ---------------------------/1. Welcome to Part 3.mp4
32.7MB
17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).mp4
4.18MB
17. Business Intelligence (BI) Tools/2. Working with Data.mp4
2.22MB
17. Business Intelligence (BI) Tools/3. What is a Data Warehouse What is a Database.mp4
9.85MB
17. Business Intelligence (BI) Tools/4. Setting up Microsoft SQL Server 2014 for practice.mp4
20.12MB
17. Business Intelligence (BI) Tools/5. Important Practice Database.mp4
22.79MB
17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).mp4
3.22MB
17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp4
7.55MB
17. Business Intelligence (BI) Tools/8. Installing SSDT with MSVS Shell.mp4
17.22MB
18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).mp4
10.41MB
18. ETL Phase 1 Data Wrangling before the Load/2. Preparing your folder structure for your Data Science project.mp4
4.84MB
18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.mp4
3.49MB
18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.mp4
25.26MB
18. ETL Phase 1 Data Wrangling before the Load/5. Notepad ++.mp4
3.83MB
18. ETL Phase 1 Data Wrangling before the Load/6. Editpad Lite.mp4
8.64MB
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
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp4
5.61MB
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
5.85MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/4. Setting up your flat file source connection.mp4
19.99MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/5. Setting up your database connection and creating a RAW table.mp4
27.33MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/6. Run the Upload & Disable.mp4
10.98MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/7. Due Dilligence Upload Quality Assurance.mp4
11.45MB
2. What is Data Science/1. Intro (what you will learn in this section).mp4
7.71MB
2. What is Data Science/2. Updates on Udemy Reviews.mp4
61.44MB
2. What is Data Science/3. Profession of the future.mp4
20.49MB
2. What is Data Science/4. Areas of Data Science.mp4
15.05MB
2. What is Data Science/5. IMPORTANT Course Pathways.mp4
14.1MB
20. Handling errors during ETL (Phases 1 & 2)/1. Intro (what you will learn in this section).mp4
12.62MB
20. Handling errors during ETL (Phases 1 & 2)/10. Automating Error Handling in SSIS Conditional Split.mp4
31.6MB
20. Handling errors during ETL (Phases 1 & 2)/11. Automating Error Handling in SSIS Conditional Split (Level 2).mp4
46.11MB
20. Handling errors during ETL (Phases 1 & 2)/12. How to analyze the error files.mp4
159.67MB
20. Handling errors during ETL (Phases 1 & 2)/13. Due Dilligence the one thing you HAVE to do every time.mp4
28.09MB
20. Handling errors during ETL (Phases 1 & 2)/14. Types of Errors in SSIS.mp4
6.58MB
20. Handling errors during ETL (Phases 1 & 2)/15. Summary.mp4
36.1MB
20. Handling errors during ETL (Phases 1 & 2)/16. Homework.mp4
59.66MB
20. Handling errors during ETL (Phases 1 & 2)/2. Download the dataset for this section.mp4
2.27MB
20. Handling errors during ETL (Phases 1 & 2)/3. How excel can mess up your data.mp4
72.47MB
20. Handling errors during ETL (Phases 1 & 2)/4. Bulletproof Blueprint for Data Wrangling before the Load.mp4
81.87MB
20. Handling errors during ETL (Phases 1 & 2)/5. SSIS Error Text qualifier not specified.mp4
30.55MB
20. Handling errors during ETL (Phases 1 & 2)/6. What do you do when your source file is corrupt (Part 1).mp4
257.15MB
20. Handling errors during ETL (Phases 1 & 2)/7. What do you do when your source file is corrupt (Part 2).mp4
60.15MB
20. Handling errors during ETL (Phases 1 & 2)/8. SSIS Error Data truncation.mp4
152.39MB
20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.mp4
22.21MB
21. SQL Programming for Data Science/1. Intro (what you will learn in this section).mp4
7.9MB
21. SQL Programming for Data Science/10. Data Types in SQL.mp4
12.23MB
21. SQL Programming for Data Science/11. Implicit Data Conversion in SQL.mp4
17.43MB
21. SQL Programming for Data Science/12. Using Cast() vs Convert().mp4
21.13MB
21. SQL Programming for Data Science/13. Working with NULLs.mp4
23.46MB
21. SQL Programming for Data Science/14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp4
13.48MB
21. SQL Programming for Data Science/15. Joins with duplicate values.mp4
6.04MB
21. SQL Programming for Data Science/16. Joining on multiple fields.mp4
13.55MB
21. SQL Programming for Data Science/17. Practicing Joins.mp4
38.55MB
21. SQL Programming for Data Science/2. Download the dataset for this section.mp4
1.9MB
21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.mp4
5.69MB
21. SQL Programming for Data Science/4. Shortcut to upload the data.mp4
13.82MB
21. SQL Programming for Data Science/5. SELECT Statement.mp4
31.22MB
21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp4
37.14MB
21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).mp4
26.18MB
21. SQL Programming for Data Science/8. Comments in SQL.mp4
12.36MB
21. SQL Programming for Data Science/9. Order By.mp4
34.09MB
22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).mp4
13.39MB
22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.mp4
7.44MB
22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.mp4
80.19MB
22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.mp4
52.11MB
22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.mp4
49.97MB
22. ETL Phase 3 Data Wrangling after the load/14. How to create a proc template.mp4
30.07MB
22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.mp4
26.47MB
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
22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.mp4
10.3MB
22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.mp4
3.36MB
22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp4
17.39MB
22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.mp4
12.1MB
22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.mp4
39.78MB
22. ETL Phase 3 Data Wrangling after the load/7. Create table.mp4
40.85MB
22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.mp4
22.51MB
22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.mp4
30.2MB
23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).mp4
12.86MB
23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.mp4
16.83MB
23. Handling errors during ETL (Phase 3)/11. Part Completed.mp4
36.05MB
23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp4
24.66MB
23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp4
1.72MB
23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4
89.01MB
23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp4
36.15MB
23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.mp4
38.68MB
23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.mp4
39.44MB
23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4
43.62MB
23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp4
18.08MB
23. Handling errors during ETL (Phase 3)/9. Additional Quality Assurance check ZipCode.mp4
28.5MB
24. --------------------------- Part 4 Communication ---------------------------/1. Welcome to Part 4.mp4
15.39MB
25. Working with people/1. Intro (what you will learn in this section).mp4
8.2MB
25. Working with people/2. Cross-departmental Work.mp4
49.27MB
25. Working with people/3. Come to me with a Business Problem.mp4
26.48MB
25. Working with people/4. Setting expectations and pre-project communication.mp4
38.27MB
25. Working with people/5. Go and sit with them.mp4
58.92MB
25. Working with people/6. The art of saying No.mp4
60.44MB
25. Working with people/7. Sometimes you have to go to the top.mp4
28.48MB
25. Working with people/8. Building a data culture.mp4
56.94MB
26. Presenting for Data Scientists/1. Intro (what you will learn in this section).mp4
19MB
26. Presenting for Data Scientists/10. Bonus my full presentation LIVE 2015.mp4
64.4MB
26. Presenting for Data Scientists/2. Case study.mp4
22.19MB
26. Presenting for Data Scientists/3. Analysing the intro.mp4
37.29MB
26. Presenting for Data Scientists/4. Intro dissection - recap.mp4
114.43MB
26. Presenting for Data Scientists/5. REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4
74.44MB
26. Presenting for Data Scientists/6. My brainstorming method.mp4
37.76MB
26. Presenting for Data Scientists/7. How to present to executives.mp4
61.94MB
26. Presenting for Data Scientists/8. The truth is not always pretty.mp4
32.34MB
26. Presenting for Data Scientists/9. Passion and the Wow-factor.mp4
23.75MB
27. Homework Solutions/1. Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4
13.25MB
27. Homework Solutions/2. Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4
9.74MB
27. Homework Solutions/3. ETL Error Handling (Phases 1 and 2).mp4
148.08MB
27. Homework Solutions/4. ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4
116.82MB
27. Homework Solutions/5. ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4
64.28MB
27. Homework Solutions/6. ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4
87.87MB
27. Homework Solutions/7. THANK YOU bonus video.mp4
52.25MB
3. --------------------------- Part 1 Visualisation ---------------------------/1. Welcome to Part 1.mp4
30.38MB
4. Introduction to Tableau/1. Intro (what you will learn in this section).mp4
3.79MB
4. Introduction to Tableau/10. Section Recap.mp4
4.85MB
4. Introduction to Tableau/2. Installing Tableau Desktop and Tableau Public (FREE).mp4
28.07MB
4. Introduction to Tableau/3. Challenge description + view data in file.mp4
6.61MB
4. Introduction to Tableau/4. Connecting Tableau to a Data file - CSV file.mp4
17.33MB
4. Introduction to Tableau/5. Navigating Tableau - Measures and Dimensions.mp4
18.19MB
4. Introduction to Tableau/6. Creating a calculated field.mp4
16.69MB
4. Introduction to Tableau/7. Adding colours.mp4
12.39MB
4. Introduction to Tableau/8. Adding labels and formatting.mp4
18.77MB
4. Introduction to Tableau/9. Exporting your worksheet.mp4
15.18MB
5. How to use Tableau for Data Mining/1. Intro (what you will learn in this section).mp4
4.33MB
5. How to use Tableau for Data Mining/2. Get the Dataset + Project Overview.mp4
17.16MB
5. How to use Tableau for Data Mining/3. Connecting Tableau to an Excel File.mp4
7.89MB
5. How to use Tableau for Data Mining/4. How to visualise an AB test in Tableau.mp4
9.51MB
5. How to use Tableau for Data Mining/5. Working with Aliases.mp4
7.01MB
5. How to use Tableau for Data Mining/6. Adding a Reference Line.mp4
8.65MB
5. How to use Tableau for Data Mining/7. Looking for anomalies.mp4
13.83MB
5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp4
15.24MB
5. How to use Tableau for Data Mining/9. Section Recap.mp4
6.82MB
6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp4
5.01MB
6. Advanced Data Mining With Tableau/10. Section Recap.mp4
7.84MB
6. Advanced Data Mining With Tableau/11. Part Completed.mp4
1.97MB
6. Advanced Data Mining With Tableau/2. Creating bins & Visualizing distributions.mp4
17.09MB
6. Advanced Data Mining With Tableau/3. Creating a classification test for a numeric variable.mp4
8.16MB
6. Advanced Data Mining With Tableau/4. Combining two charts and working with them in Tableau.mp4
26.91MB
6. Advanced Data Mining With Tableau/5. Validating Tableau Data Mining with a Chi-Squared test.mp4
17.99MB
6. Advanced Data Mining With Tableau/6. Chi-Squared test when there is more than 2 categories.mp4
21.34MB
6. Advanced Data Mining With Tableau/7. Visualising Balance and Estimated Salary distribution.mp4
24.7MB
6. Advanced Data Mining With Tableau/8. Bonus Chi-Squared Test (Stats Tutorial).mp4
31.25MB
6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4
15.09MB
7. --------------------------- Part 2 Modelling ---------------------------/1. Welcome to Part 2.mp4
50.37MB
8. Stats Refresher/1. Intro (what you will learn in this section).mp4
5.08MB
8. Stats Refresher/2. Types of variables Categorical vs Numeric.mp4
6.88MB
8. Stats Refresher/3. Types of regressions.mp4
10.33MB
8. Stats Refresher/4. Ordinary Least Squares.mp4
4.23MB
8. Stats Refresher/5. R-squared.mp4
6.74MB
8. Stats Refresher/6. Adjusted R-squared.mp4
13.84MB
9. Simple Linear Regression/1. Intro (what you will learn in this section).mp4
8.9MB
9. Simple Linear Regression/2. Introduction to Gretl.mp4
15.13MB
9. Simple Linear Regression/3. Get the dataset.mp4
7.55MB
9. Simple Linear Regression/4. Import data and run descriptive statistics.mp4
10.49MB
9. Simple Linear Regression/5. Reading Linear Regression Output.mp4
22.34MB
9. Simple Linear Regression/6. Plotting and analysing the graph.mp4
22.32MB
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