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[DesireCourse.Net] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
magnet:?xt=urn:btih:a92467d902591dde0f03b589599d0676e477bcef&dn=[DesireCourse.Net] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
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Hash值:
a92467d902591dde0f03b589599d0676e477bcef
点击数:
303
文件大小:
14.76 GB
文件数量:
209
创建日期:
2020-5-31 13:16
最后访问:
2024-5-31 22:39
访问标签:
DesireCourse
Net
Udemy
-
Data
Science
A-Z™
Real-Life
Data
Science
Exercises
Included
文件列表详情
1. Get Excited/1. Welcome to Data Science A-Z™.mp4 75.03 MB
10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4 46.1 MB
10. Multiple Linear Regression/10. Section Recap.mp4 29.88 MB
10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4 8.08 MB
10. Multiple Linear Regression/3. Get the dataset.mp4 62.29 MB
10. Multiple Linear Regression/4. Dummy Variables.mp4 69.75 MB
10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 20.89 MB
10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 98.86 MB
10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4 186.93 MB
10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4 167.15 MB
10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4 168.67 MB
11. Logistic Regression/1. Intro (what you will learn in this section).mp4 57.87 MB
11. Logistic Regression/2. Get the dataset.mp4 36.44 MB
11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 79.23 MB
11. Logistic Regression/4. Logistic regression intuition.mp4 82.72 MB
11. Logistic Regression/5. Your first logistic regression.mp4 89.1 MB
11. Logistic Regression/6. False Positives and False Negatives.mp4 44.02 MB
11. Logistic Regression/7. Confusion Matrix.mp4 20.49 MB
11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 103.52 MB
12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4 37.22 MB
12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4 59.57 MB
12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4 130.14 MB
12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4 33.15 MB
12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4 74.86 MB
12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4 171.38 MB
12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4 92.03 MB
12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4 76.47 MB
12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4 139.68 MB
12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4 102.85 MB
13. Assessing your model/1. Intro (what you will learn in this section).mp4 22.48 MB
13. Assessing your model/10. Section Recap.mp4 21.46 MB
13. Assessing your model/2. Accuracy paradox.mp4 10.91 MB
13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 49.66 MB
13. Assessing your model/4. How to build a CAP curve in Excel.mp4 213.02 MB
13. Assessing your model/5. Assessing your model using the CAP curve.mp4 53.02 MB
13. Assessing your model/6. Get my CAP curve template.mp4 81.68 MB
13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4 27.69 MB
13. Assessing your model/8. Applying the model to test data.mp4 144.49 MB
13. Assessing your model/9. Comparing training performance and test performance.mp4 153.39 MB
14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4 20.23 MB
14. Drawing insights from your model/2. Power insights from your CAP.mp4 161.14 MB
14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 23.75 MB
14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4 71.01 MB
14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 36.23 MB
14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4 168.19 MB
14. Drawing insights from your model/7. Section Recap.mp4 16.88 MB
15. Model maintenance/1. Intro (what you will learn in this section).mp4 22.5 MB
15. Model maintenance/2. What does model deterioration look like.mp4 43.4 MB
15. Model maintenance/3. Why do models deteriorate.mp4 150.35 MB
15. Model maintenance/4. Three levels of maintenance for deployed models.mp4 40.16 MB
15. Model maintenance/5. Section Recap.mp4 7.64 MB
16. --------------------------- Part 3 Data Preparation ---------------------------/1. Welcome to Part 3.mp4 32.71 MB
17. Business Intelligence (BI) Tools/1. Intro (what you will learn in this section).mp4 13.88 MB
17. Business Intelligence (BI) Tools/2. Working with Data.mp4 5.31 MB
17. Business Intelligence (BI) Tools/3. What is a Data Warehouse What is a Database.mp4 26.23 MB
17. Business Intelligence (BI) Tools/4. Setting up Microsoft SQL Server 2014 for practice.mp4 20.12 MB
17. Business Intelligence (BI) Tools/5. Important Practice Database.mp4 22.8 MB
17. Business Intelligence (BI) Tools/6. ETL for Data Science - what is Extract Transform Load (ETL).mp4 8.27 MB
17. Business Intelligence (BI) Tools/7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp4 18.09 MB
17. Business Intelligence (BI) Tools/8. Installing SSDT with MSVS Shell.mp4 45.85 MB
18. ETL Phase 1 Data Wrangling before the Load/1. Intro (what you will learn in this section).mp4 29.28 MB
18. ETL Phase 1 Data Wrangling before the Load/2. Preparing your folder structure for your Data Science project.mp4 14.37 MB
18. ETL Phase 1 Data Wrangling before the Load/3. Download the dataset for this section.mp4 10.94 MB
18. ETL Phase 1 Data Wrangling before the Load/4. Two things you HAVE to do before the load.mp4 69.1 MB
18. ETL Phase 1 Data Wrangling before the Load/5. Notepad ++.mp4 10.84 MB
18. ETL Phase 1 Data Wrangling before the Load/6. Editpad Lite.mp4 20.37 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/1. Intro (what you will learn in this section).mp4 30.88 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp4 16.52 MB
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 16.5 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/4. Setting up your flat file source connection.mp4 57.91 MB
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 78.8 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/6. Run the Upload & Disable.mp4 32.87 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/7. Due Dilligence Upload Quality Assurance.mp4 31.19 MB
2. What is Data Science/1. Intro (what you will learn in this section).mp4 7.71 MB
2. What is Data Science/2. Updates on Udemy Reviews.mp4 20.42 MB
2. What is Data Science/3. Profession of the future.mp4 58 MB
2. What is Data Science/4. Areas of Data Science.mp4 37.66 MB
2. What is Data Science/5. IMPORTANT Course Pathways.mp4 36.28 MB
20. Handling errors during ETL (Phases 1 & 2)/1. Intro (what you will learn in this section).mp4 30.92 MB
20. Handling errors during ETL (Phases 1 & 2)/10. Automating Error Handling in SSIS Conditional Split.mp4 93.52 MB
20. Handling errors during ETL (Phases 1 & 2)/11. Automating Error Handling in SSIS Conditional Split (Level 2).mp4 103.29 MB
20. Handling errors during ETL (Phases 1 & 2)/12. How to analyze the error files.mp4 328.77 MB
20. Handling errors during ETL (Phases 1 & 2)/13. Due Dilligence the one thing you HAVE to do every time.mp4 97.73 MB
20. Handling errors during ETL (Phases 1 & 2)/14. Types of Errors in SSIS.mp4 15.16 MB
20. Handling errors during ETL (Phases 1 & 2)/15. Summary.mp4 80.58 MB
20. Handling errors during ETL (Phases 1 & 2)/16. Homework.mp4 84.58 MB
20. Handling errors during ETL (Phases 1 & 2)/2. Download the dataset for this section.mp4 7.1 MB
20. Handling errors during ETL (Phases 1 & 2)/3. How excel can mess up your data.mp4 90.24 MB
20. Handling errors during ETL (Phases 1 & 2)/4. Bulletproof Blueprint for Data Wrangling before the Load.mp4 147.47 MB
20. Handling errors during ETL (Phases 1 & 2)/5. SSIS Error Text qualifier not specified.mp4 96.7 MB
20. Handling errors during ETL (Phases 1 & 2)/6. What do you do when your source file is corrupt (Part 1).mp4 257.15 MB
20. Handling errors during ETL (Phases 1 & 2)/7. What do you do when your source file is corrupt (Part 2).mp4 97.08 MB
20. Handling errors during ETL (Phases 1 & 2)/8. SSIS Error Data truncation.mp4 267.52 MB
20. Handling errors during ETL (Phases 1 & 2)/9. Handy trick for finding anomalies in SQL.mp4 57.76 MB
21. SQL Programming for Data Science/1. Intro (what you will learn in this section).mp4 19.36 MB
21. SQL Programming for Data Science/10. Data Types in SQL.mp4 28.25 MB
21. SQL Programming for Data Science/11. Implicit Data Conversion in SQL.mp4 46.24 MB
21. SQL Programming for Data Science/12. Using Cast() vs Convert().mp4 56 MB
21. SQL Programming for Data Science/13. Working with NULLs.mp4 61.41 MB
21. SQL Programming for Data Science/14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp4 33.92 MB
21. SQL Programming for Data Science/15. Joins with duplicate values.mp4 14.72 MB
21. SQL Programming for Data Science/16. Joining on multiple fields.mp4 33.23 MB
21. SQL Programming for Data Science/17. Practicing Joins.mp4 86.69 MB
21. SQL Programming for Data Science/2. Download the dataset for this section.mp4 6.02 MB
21. SQL Programming for Data Science/3. Getting To Know MS SQL Management Studio.mp4 16.62 MB
21. SQL Programming for Data Science/4. Shortcut to upload the data.mp4 13.83 MB
21. SQL Programming for Data Science/5. SELECT Statement.mp4 83.27 MB
21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp4 95.6 MB
21. SQL Programming for Data Science/7. How to use Wildcards Regular Expressions in SQL (% and _).mp4 72.36 MB
21. SQL Programming for Data Science/8. Comments in SQL.mp4 34.54 MB
21. SQL Programming for Data Science/9. Order By.mp4 88.54 MB
22. ETL Phase 3 Data Wrangling after the load/1. Intro (what you will learn in this section).mp4 34.92 MB
22. ETL Phase 3 Data Wrangling after the load/10. Intermediate Recap - Procs.mp4 18.23 MB
22. ETL Phase 3 Data Wrangling after the load/11. Create the proc for the second file.mp4 206.92 MB
22. ETL Phase 3 Data Wrangling after the load/12. Adding leading zeros.mp4 129.69 MB
22. ETL Phase 3 Data Wrangling after the load/13. Converting data on the fly.mp4 138.64 MB
22. ETL Phase 3 Data Wrangling after the load/14. How to create a proc template.mp4 39.05 MB
22. ETL Phase 3 Data Wrangling after the load/15. Archiving Procs.mp4 69.86 MB
22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].mp4 189.74 MB
22. ETL Phase 3 Data Wrangling after the load/2. RAW, WRK, DRV tables.mp4 26.57 MB
22. ETL Phase 3 Data Wrangling after the load/3. Download the dataset for this section.mp4 10.26 MB
22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp4 48.01 MB
22. ETL Phase 3 Data Wrangling after the load/5. Executing Stored Procedures.mp4 35.23 MB
22. ETL Phase 3 Data Wrangling after the load/6. Modifying Stored Procedures.mp4 115.5 MB
22. ETL Phase 3 Data Wrangling after the load/7. Create table.mp4 117.01 MB
22. ETL Phase 3 Data Wrangling after the load/8. Insert INTO.mp4 22.51 MB
22. ETL Phase 3 Data Wrangling after the load/9. Check if table exists + drop table + Truncate.mp4 86.06 MB
23. Handling errors during ETL (Phase 3)/1. Intro (what you will learn in this section).mp4 32.88 MB
23. Handling errors during ETL (Phase 3)/10. Additional Quality Assurance check Birthday.mp4 44.82 MB
23. Handling errors during ETL (Phase 3)/11. Part Completed.mp4 50.11 MB
23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp4 62.38 MB
23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp4 5.4 MB
23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4 197.78 MB
23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp4 93.29 MB
23. Handling errors during ETL (Phase 3)/5. How to deal with errors using the isnumeric() function.mp4 108.62 MB
23. Handling errors during ETL (Phase 3)/6. How to deal errors using the len() function.mp4 108.49 MB
23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4 118.08 MB
23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp4 49.03 MB
23. Handling errors during ETL (Phase 3)/9. Additional Quality Assurance check ZipCode.mp4 59.97 MB
24. --------------------------- Part 4 Communication ---------------------------/1. Welcome to Part 4.mp4 15.39 MB
25. Working with people/1. Intro (what you will learn in this section).mp4 26.44 MB
25. Working with people/2. Cross-departmental Work.mp4 153.55 MB
25. Working with people/3. Come to me with a Business Problem.mp4 78.93 MB
25. Working with people/4. Setting expectations and pre-project communication.mp4 126.73 MB
25. Working with people/5. Go and sit with them.mp4 168 MB
25. Working with people/6. The art of saying No.mp4 196.41 MB
25. Working with people/7. Sometimes you have to go to the top.mp4 94.36 MB
25. Working with people/8. Building a data culture.mp4 185.16 MB
26. Presenting for Data Scientists/1. Intro (what you will learn in this section).mp4 61.57 MB
26. Presenting for Data Scientists/10. Bonus my full presentation LIVE 2015.mp4 179.6 MB
26. Presenting for Data Scientists/2. Case study.mp4 22.2 MB
26. Presenting for Data Scientists/3. Analysing the intro.mp4 110.4 MB
26. Presenting for Data Scientists/4. Intro dissection - recap.mp4 341.95 MB
26. Presenting for Data Scientists/5. REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4 230.48 MB
26. Presenting for Data Scientists/6. My brainstorming method.mp4 111.08 MB
26. Presenting for Data Scientists/7. How to present to executives.mp4 197.48 MB
26. Presenting for Data Scientists/8. The truth is not always pretty.mp4 99.78 MB
26. Presenting for Data Scientists/9. Passion and the Wow-factor.mp4 72.04 MB
27. Homework Solutions/1. Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4 76.6 MB
27. Homework Solutions/2. Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4 55.96 MB
27. Homework Solutions/3. ETL Error Handling (Phases 1 and 2).mp4 326.37 MB
27. Homework Solutions/4. ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4 287.87 MB
27. Homework Solutions/5. ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4 173.42 MB
27. Homework Solutions/6. ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4 231.41 MB
27. Homework Solutions/7. THANK YOU bonus video.mp4 52.25 MB
3. --------------------------- Part 1 Visualisation ---------------------------/1. Welcome to Part 1.mp4 35.98 MB
4. Introduction to Tableau/1. Intro (what you will learn in this section).mp4 16.56 MB
4. Introduction to Tableau/10. Section Recap.mp4 19.97 MB
4. Introduction to Tableau/2. Installing Tableau Desktop and Tableau Public (FREE).mp4 26.77 MB
4. Introduction to Tableau/3. Challenge description + view data in file.mp4 22.05 MB
4. Introduction to Tableau/4. Connecting Tableau to a Data file - CSV file.mp4 25.14 MB
4. Introduction to Tableau/5. Navigating Tableau - Measures and Dimensions.mp4 31.31 MB
4. Introduction to Tableau/6. Creating a calculated field.mp4 24.61 MB
4. Introduction to Tableau/7. Adding colours.mp4 30.55 MB
4. Introduction to Tableau/8. Adding labels and formatting.mp4 48.06 MB
4. Introduction to Tableau/9. Exporting your worksheet.mp4 31.06 MB
5. How to use Tableau for Data Mining/1. Intro (what you will learn in this section).mp4 26.46 MB
5. How to use Tableau for Data Mining/2. Get the Dataset + Project Overview.mp4 126.02 MB
5. How to use Tableau for Data Mining/3. Connecting Tableau to an Excel File.mp4 42.76 MB
5. How to use Tableau for Data Mining/4. How to visualise an AB test in Tableau.mp4 41.8 MB
5. How to use Tableau for Data Mining/5. Working with Aliases.mp4 35.09 MB
5. How to use Tableau for Data Mining/6. Adding a Reference Line.mp4 46.39 MB
5. How to use Tableau for Data Mining/7. Looking for anomalies.mp4 69.36 MB
5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp4 76.85 MB
5. How to use Tableau for Data Mining/9. Section Recap.mp4 27.65 MB
6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp4 26.51 MB
6. Advanced Data Mining With Tableau/10. Section Recap.mp4 33.24 MB
6. Advanced Data Mining With Tableau/11. Part Completed.mp4 5.19 MB
6. Advanced Data Mining With Tableau/2. Creating bins & Visualizing distributions.mp4 93.14 MB
6. Advanced Data Mining With Tableau/3. Creating a classification test for a numeric variable.mp4 42.8 MB
6. Advanced Data Mining With Tableau/4. Combining two charts and working with them in Tableau.mp4 26.91 MB
6. Advanced Data Mining With Tableau/5. Validating Tableau Data Mining with a Chi-Squared test.mp4 96.5 MB
6. Advanced Data Mining With Tableau/6. Chi-Squared test when there is more than 2 categories.mp4 21.35 MB
6. Advanced Data Mining With Tableau/7. Visualising Balance and Estimated Salary distribution.mp4 144.26 MB
6. Advanced Data Mining With Tableau/8. Bonus Chi-Squared Test (Stats Tutorial).mp4 147.36 MB
6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4 68.62 MB
7. --------------------------- Part 2 Modelling ---------------------------/1. Welcome to Part 2.mp4 50.36 MB
8. Stats Refresher/1. Intro (what you will learn in this section).mp4 17.74 MB
8. Stats Refresher/2. Types of variables Categorical vs Numeric.mp4 24.28 MB
8. Stats Refresher/3. Types of regressions.mp4 10.34 MB
8. Stats Refresher/4. Ordinary Least Squares.mp4 4.22 MB
8. Stats Refresher/5. R-squared.mp4 6.74 MB
8. Stats Refresher/6. Adjusted R-squared.mp4 13.84 MB
9. Simple Linear Regression/1. Intro (what you will learn in this section).mp4 22.37 MB
9. Simple Linear Regression/2. Introduction to Gretl.mp4 34.95 MB
9. Simple Linear Regression/3. Get the dataset.mp4 38 MB
9. Simple Linear Regression/4. Import data and run descriptive statistics.mp4 31.78 MB
9. Simple Linear Regression/5. Reading Linear Regression Output.mp4 65.81 MB
9. Simple Linear Regression/6. Plotting and analysing the graph.mp4 63.91 MB
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