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[DesireCourse.Net] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
magnet:?xt=urn:btih:61a573263733aa3121d8b568224f44db6eb8651d&dn=[DesireCourse.Net] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
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Hash值:
61a573263733aa3121d8b568224f44db6eb8651d
点击数:
277
文件大小:
14.81 GB
文件数量:
210
创建日期:
2023-4-16 04:04
最后访问:
2024-5-1 22:06
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 75.04 MB
10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4 46.11 MB
10. Multiple Linear Regression/10. Interpreting coefficients of MLR.mp4 168.68 MB
10. Multiple Linear Regression/11. Section Recap.mp4 29.89 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 62.3 MB
10. Multiple Linear Regression/4. Dummy Variables.mp4 69.76 MB
10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 20.9 MB
10. Multiple Linear Regression/6. Understanding the P-Value.mp4 56.49 MB
10. Multiple Linear Regression/7. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 98.86 MB
10. Multiple Linear Regression/8. Backward Elimination - Practice time.mp4 186.94 MB
10. Multiple Linear Regression/9. Using Adjusted R-squared to create Robust models.mp4 167.16 MB
11. Logistic Regression/1. Intro (what you will learn in this section).mp4 57.88 MB
11. Logistic Regression/2. Get the dataset.mp4 36.43 MB
11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 79.23 MB
11. Logistic Regression/4. Logistic regression intuition.mp4 82.73 MB
11. Logistic Regression/5. Your first logistic regression.mp4 89.11 MB
11. Logistic Regression/6. False Positives and False Negatives.mp4 44.03 MB
11. Logistic Regression/7. Confusion Matrix.mp4 20.48 MB
11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 103.53 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 59.58 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 171.39 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 76.48 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 21.45 MB
13. Assessing your model/2. Accuracy paradox.mp4 10.91 MB
13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 49.67 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 53.03 MB
13. Assessing your model/6. Get my CAP curve template.mp4 81.69 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 161.15 MB
14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 23.76 MB
14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4 71.02 MB
14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 36.24 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 150.36 MB
15. Model maintenance/4. Three levels of maintenance for deployed models.mp4 40.17 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 13.89 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 26.22 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 10.83 MB
18. ETL Phase 1 Data Wrangling before the Load/6. Editpad Lite.mp4 20.36 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/1. Intro (what you will learn in this section).mp4 30.89 MB
19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/2. Starting and navigating an SSIS Project.mp4 16.51 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 16.51 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 32.86 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 58.01 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 36.29 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 103.3 MB
20. Handling errors during ETL (Phases 1 & 2)/12. How to analyze the error files.mp4 328.78 MB
20. Handling errors during ETL (Phases 1 & 2)/13. Due Dilligence the one thing you HAVE to do every time.mp4 97.74 MB
20. Handling errors during ETL (Phases 1 & 2)/14. Types of Errors in SSIS.mp4 15.17 MB
20. Handling errors during ETL (Phases 1 & 2)/15. Summary.mp4 80.59 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 7.11 MB
20. Handling errors during ETL (Phases 1 & 2)/3. How excel can mess up your data.mp4 90.25 MB
20. Handling errors during ETL (Phases 1 & 2)/4. Bulletproof Blueprint for Data Wrangling before the Load.mp4 147.48 MB
20. Handling errors during ETL (Phases 1 & 2)/5. SSIS Error Text qualifier not specified.mp4 96.71 MB
20. Handling errors during ETL (Phases 1 & 2)/6. What do you do when your source file is corrupt (Part 1).mp4 257.16 MB
20. Handling errors during ETL (Phases 1 & 2)/7. What do you do when your source file is corrupt (Part 2).mp4 97.09 MB
20. Handling errors during ETL (Phases 1 & 2)/8. SSIS Error Data truncation.mp4 267.53 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 19.37 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 61.4 MB
21. SQL Programming for Data Science/14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp4 33.91 MB
21. SQL Programming for Data Science/15. Joins with duplicate values.mp4 14.73 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 86.7 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 13.82 MB
21. SQL Programming for Data Science/5. SELECT Statement.mp4 83.28 MB
21. SQL Programming for Data Science/6. Using the WHERE clause to filter data.mp4 95.61 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 34.55 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 34.91 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 138.65 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 69.87 MB
22. ETL Phase 3 Data Wrangling after the load/16. What you can do with these tables going forward [drv files etc.].mp4 189.75 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 10.27 MB
22. ETL Phase 3 Data Wrangling after the load/4. Create your first Stored Proc in SQL.mp4 48.02 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 117.02 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 86.05 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 44.83 MB
23. Handling errors during ETL (Phase 3)/11. Part Completed.mp4 50.12 MB
23. Handling errors during ETL (Phase 3)/12. ETL Error Handling Vehicle Service Project.mp4 62.39 MB
23. Handling errors during ETL (Phase 3)/2. Download the dataset for this section.mp4 5.41 MB
23. Handling errors during ETL (Phase 3)/3. Upload the data to RAW table.mp4 197.79 MB
23. Handling errors during ETL (Phase 3)/4. Create Stored Proc.mp4 93.28 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 108.5 MB
23. Handling errors during ETL (Phase 3)/7. How to deal with errors using the isdate() function.mp4 118.07 MB
23. Handling errors during ETL (Phase 3)/8. Additional Quality Assurance check Balance.mp4 49.04 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 26.45 MB
25. Working with people/2. Cross-departmental Work.mp4 153.56 MB
25. Working with people/3. Come to me with a Business Problem.mp4 78.94 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 94.37 MB
25. Working with people/8. Building a data culture.mp4 185.17 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 179.61 MB
26. Presenting for Data Scientists/2. Case study.mp4 22.19 MB
26. Presenting for Data Scientists/3. Analysing the intro.mp4 110.39 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 230.49 MB
26. Presenting for Data Scientists/6. My brainstorming method.mp4 111.09 MB
26. Presenting for Data Scientists/7. How to present to executives.mp4 197.49 MB
26. Presenting for Data Scientists/8. The truth is not always pretty.mp4 99.79 MB
26. Presenting for Data Scientists/9. Passion and the Wow-factor.mp4 72.05 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 55.97 MB
27. Homework Solutions/3. ETL Error Handling (Phases 1 and 2).mp4 326.38 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 173.43 MB
27. Homework Solutions/6. ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4 231.4 MB
27. Homework Solutions/7. THANK YOU bonus video.mp4 52.26 MB
3. --------------------------- Part 1 Visualisation ---------------------------/1. Welcome to Part 1.mp4 35.99 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 19.98 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 22.06 MB
4. Introduction to Tableau/4. Connecting Tableau to a Data file - CSV file.mp4 25.15 MB
4. Introduction to Tableau/5. Navigating Tableau - Measures and Dimensions.mp4 31.32 MB
4. Introduction to Tableau/6. Creating a calculated field.mp4 24.6 MB
4. Introduction to Tableau/7. Adding colours.mp4 30.55 MB
4. Introduction to Tableau/8. Adding labels and formatting.mp4 48.07 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 126.03 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 35.1 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 69.37 MB
5. How to use Tableau for Data Mining/8. Handy trick to validate your approach data.mp4 76.86 MB
5. How to use Tableau for Data Mining/9. Section Recap.mp4 27.66 MB
6. Advanced Data Mining With Tableau/1. Intro (what you will learn in this section).mp4 26.5 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 42.81 MB
6. Advanced Data Mining With Tableau/4. Combining two charts and working with them in Tableau.mp4 26.92 MB
6. Advanced Data Mining With Tableau/5. Validating Tableau Data Mining with a Chi-Squared test.mp4 96.51 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 144.27 MB
6. Advanced Data Mining With Tableau/8. Bonus Chi-Squared Test (Stats Tutorial).mp4 147.37 MB
6. Advanced Data Mining With Tableau/9. Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4 68.63 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 13.83 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 34.94 MB
9. Simple Linear Regression/3. Get the dataset.mp4 38.01 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 65.82 MB
9. Simple Linear Regression/6. Plotting and analysing the graph.mp4 63.91 MB
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