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[FreeCourseSite.com] Udemy - Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus [2023]
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2024-1-19 23:23
2024-12-19 18:50
283
6.73 GB
210
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Udemy
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Data
Science
A-Z™
Hands-On
Exercises
&
ChatGPT
Bonus
2023
文件列表
1 - Get Excited/1 - Welcome to Data Science AZ™.mp4
48.84MB
10 - Multiple Linear Regression/58 - Intro what you will learn in this section.mp4
7.4MB
10 - Multiple Linear Regression/59 - Caveat assumptions of a linear regression.mp4
3.04MB
10 - Multiple Linear Regression/60 - Get the dataset.mp4
32.12MB
10 - Multiple Linear Regression/61 - Dummy Variables.mp4
20.81MB
10 - Multiple Linear Regression/62 - Dummy Variable Trap.mp4
7.38MB
10 - Multiple Linear Regression/63 - Understanding the P.mp4
23.16MB
10 - Multiple Linear Regression/64 - Ways to build a model BACKWARD FORWARD STEPWISE.mp4
74.36MB
10 - Multiple Linear Regression/65 - Backward Elimination.mp4
114.96MB
10 - Multiple Linear Regression/66 - Using Adjusted R.mp4
54.53MB
10 - Multiple Linear Regression/67 - Interpreting coefficients of MLR.mp4
103.57MB
10 - Multiple Linear Regression/68 - Section Recap.mp4
9.27MB
11 - Logistic Regression/69 - Intro what you will learn in this section.mp4
18.07MB
11 - Logistic Regression/70 - Get the dataset.mp4
9.69MB
11 - Logistic Regression/71 - Binary outcome YesNo.mp4
17.91MB
11 - Logistic Regression/72 - Logistic regression intuition.mp4
62.91MB
11 - Logistic Regression/73 - Your first logistic regression.mp4
37.83MB
11 - Logistic Regression/74 - False Positives and False Negatives.mp4
16.3MB
11 - Logistic Regression/75 - Confusion Matrix.mp4
7.93MB
11 - Logistic Regression/76 - Interpreting coefficients of a logistic regression.mp4
47.69MB
12 - Building a robust geodemographic segmentation model/77 - Intro what you will learn in this section.mp4
4.67MB
12 - Building a robust geodemographic segmentation model/78 - Get the dataset.mp4
61.32MB
12 - Building a robust geodemographic segmentation model/79 - What is geo.mp4
15.78MB
12 - Building a robust geodemographic segmentation model/80 - Lets build the model.mp4
19.31MB
12 - Building a robust geodemographic segmentation model/81 - Lets build the model.mp4
71.05MB
12 - Building a robust geodemographic segmentation model/82 - Transforming independent variables.mp4
31.69MB
12 - Building a robust geodemographic segmentation model/83 - Creating derived variables.mp4
16.17MB
12 - Building a robust geodemographic segmentation model/84 - Checking for multicollinearity using VIF.mp4
20.58MB
12 - Building a robust geodemographic segmentation model/85 - Correlation Matrix and Multicollinearity Intuition.mp4
21.37MB
12 - Building a robust geodemographic segmentation model/86 - Model is Ready and Section Recap.mp4
17.12MB
13 - Assessing your model/87 - Intro what you will learn in this section.mp4
2.81MB
13 - Assessing your model/88 - Accuracy paradox.mp4
4.11MB
13 - Assessing your model/89 - Cumulative Accuracy Profile CAP.mp4
37.91MB
13 - Assessing your model/90 - How to build a CAP curve in Excel.mp4
133.64MB
13 - Assessing your model/91 - Assessing your model using the CAP curve.mp4
24.27MB
13 - Assessing your model/92 - Get my CAP curve template.mp4
39.96MB
13 - Assessing your model/93 - How to use test data to prevent overfitting your model.mp4
8.86MB
13 - Assessing your model/94 - Applying the model to test data.mp4
84.2MB
13 - Assessing your model/95 - Comparing training performance and test performance.mp4
83.02MB
13 - Assessing your model/96 - Section Recap.mp4
7.19MB
14 - Drawing insights from your model/100 - Odds ratio advanced topic.mp4
40.1MB
14 - Drawing insights from your model/101 - Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4
12.62MB
14 - Drawing insights from your model/102 - Deriving insights from your coefficients advanced topic.mp4
114.5MB
14 - Drawing insights from your model/103 - Section Recap.mp4
6.17MB
14 - Drawing insights from your model/97 - Intro what you will learn in this section.mp4
2.53MB
14 - Drawing insights from your model/98 - Power insights from your CAP.mp4
50.35MB
14 - Drawing insights from your model/99 - Coefficients of a Logistic Regression.mp4
8.96MB
15 - Model maintenance/104 - Intro what you will learn in this section.mp4
2.8MB
15 - Model maintenance/105 - What does model deterioration look like.mp4
30.13MB
15 - Model maintenance/106 - Why do models deteriorate.mp4
51.44MB
15 - Model maintenance/107 - Three levels of maintenance for deployed models.mp4
14.39MB
15 - Model maintenance/108 - Section Recap.mp4
2.83MB
16 - Part 3 Data Preparation/109 - Welcome to Part 3.mp4
40.19MB
17 - Business Intelligence BI Tools/110 - Intro what you will learn in this section.mp4
1.69MB
17 - Business Intelligence BI Tools/111 - Working with Data.mp4
4.08MB
17 - Business Intelligence BI Tools/112 - What is a Data Warehouse What is a Database.mp4
7.99MB
17 - Business Intelligence BI Tools/113 - Setting up Microsoft SQL Server 2014 for practice.mp4
18.74MB
17 - Business Intelligence BI Tools/114 - Important Practice Database.mp4
23.33MB
17 - Business Intelligence BI Tools/115 - ETL for Data Science.mp4
3.2MB
17 - Business Intelligence BI Tools/116 - Microsoft BI Tools What is SSDT.mp4
6.74MB
17 - Business Intelligence BI Tools/117 - Installing SSDT with MSVS Shell.mp4
14.28MB
18 - ETL Phase 1 Data Wrangling before the Load/118 - Intro what you will learn in this section.mp4
9.08MB
18 - ETL Phase 1 Data Wrangling before the Load/119 - Preparing your folder structure for your Data Science project.mp4
4.43MB
18 - ETL Phase 1 Data Wrangling before the Load/120 - Download the dataset for this section.mp4
2.97MB
18 - ETL Phase 1 Data Wrangling before the Load/121 - Two things you HAVE to do before the load.mp4
35.29MB
18 - ETL Phase 1 Data Wrangling before the Load/122 - Notepad.mp4
2.86MB
18 - ETL Phase 1 Data Wrangling before the Load/123 - Editpad Lite.mp4
5.43MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/124 - Intro what you will learn in this section.mp4
4.88MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/125 - Starting and navigating an SSIS Project.mp4
4.66MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/126 - Creating a flat file source task and OLE DB destination.mp4
5.33MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/127 - Setting up your flat file source connection.mp4
27.69MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/128 - Setting up your database connection and creating a RAW table.mp4
26.39MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/129 - Run the Upload & Disable.mp4
10.14MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/130 - Due Dilligence Upload Quality Assurance.mp4
5.99MB
2 - What is Data Science/10 - IMPORTANT Course Pathways.mp4
27.43MB
2 - What is Data Science/6 - Intro what you will learn in this section.mp4
4.19MB
2 - What is Data Science/7 - Updates on Udemy Reviews.mp4
3.23MB
2 - What is Data Science/8 - Profession of the future.mp4
38.27MB
2 - What is Data Science/9 - Areas of Data Science.mp4
23.91MB
20 - Handling errors during ETL Phases 1 & 2/131 - Intro what you will learn in this section.mp4
5MB
20 - Handling errors during ETL Phases 1 & 2/132 - Download the dataset for this section.mp4
1.8MB
20 - Handling errors during ETL Phases 1 & 2/133 - How excel can mess up your data.mp4
59.88MB
20 - Handling errors during ETL Phases 1 & 2/134 - Bulletproof Blueprint for Data Wrangling before the Load.mp4
58.02MB
20 - Handling errors during ETL Phases 1 & 2/135 - SSIS Error Text qualifier not specified.mp4
25.82MB
20 - Handling errors during ETL Phases 1 & 2/136 - What do you do when your source file is corrupt Part 1.mp4
301.13MB
20 - Handling errors during ETL Phases 1 & 2/137 - What do you do when your source file is corrupt Part 2.mp4
71.37MB
20 - Handling errors during ETL Phases 1 & 2/138 - SSIS Error Data truncation.mp4
114.19MB
20 - Handling errors during ETL Phases 1 & 2/139 - Handy trick for finding anomalies in SQL.mp4
27.22MB
20 - Handling errors during ETL Phases 1 & 2/140 - Automating Error Handling in SSIS Conditional Split.mp4
62.94MB
20 - Handling errors during ETL Phases 1 & 2/141 - Automating Error Handling in SSIS Conditional Split Level 2.mp4
63.6MB
20 - Handling errors during ETL Phases 1 & 2/142 - How to analyze the error files.mp4
213.31MB
20 - Handling errors during ETL Phases 1 & 2/143 - Due Dilligence the one thing you HAVE to do every time.mp4
45.2MB
20 - Handling errors during ETL Phases 1 & 2/144 - Types of Errors in SSIS.mp4
5.99MB
20 - Handling errors during ETL Phases 1 & 2/145 - Summary.mp4
31MB
20 - Handling errors during ETL Phases 1 & 2/146 - Homework.mp4
57.8MB
21 - SQL Programming for Data Science/147 - Intro what you will learn in this section.mp4
5.91MB
21 - SQL Programming for Data Science/148 - Download the dataset for this section.mp4
1.41MB
21 - SQL Programming for Data Science/149 - Getting To Know MS SQL Management Studio.mp4
5.42MB
21 - SQL Programming for Data Science/150 - Shortcut to upload the data.mp4
12.08MB
21 - SQL Programming for Data Science/151 - SELECT Statement.mp4
18.59MB
21 - SQL Programming for Data Science/152 - Using the WHERE clause to filter data.mp4
18.36MB
21 - SQL Programming for Data Science/153 - How to use Wildcards Regular Expressions in SQL and.mp4
14.35MB
21 - SQL Programming for Data Science/154 - Comments in SQL.mp4
6.81MB
21 - SQL Programming for Data Science/155 - Order By.mp4
18.26MB
21 - SQL Programming for Data Science/156 - Data Types in SQL.mp4
11.4MB
21 - SQL Programming for Data Science/157 - Implicit Data Conversion in SQL.mp4
15.45MB
21 - SQL Programming for Data Science/158 - Using Cast vs Convert.mp4
12.08MB
21 - SQL Programming for Data Science/159 - Working with NULLs.mp4
21.5MB
21 - SQL Programming for Data Science/160 - Understanding how LEFT RIGHT INNER and OUTER joins work.mp4
12.1MB
21 - SQL Programming for Data Science/161 - Joins with duplicate values.mp4
5.28MB
21 - SQL Programming for Data Science/162 - Joining on multiple fields.mp4
19.72MB
21 - SQL Programming for Data Science/163 - Practicing Joins.mp4
21.04MB
22 - ETL Phase 3 Data Wrangling after the load/164 - Intro what you will learn in this section.mp4
10.84MB
22 - ETL Phase 3 Data Wrangling after the load/165 - RAW WRK DRV tables.mp4
9.83MB
22 - ETL Phase 3 Data Wrangling after the load/166 - Download the dataset for this section.mp4
3.22MB
22 - ETL Phase 3 Data Wrangling after the load/167 - Create your first Stored Proc in SQL.mp4
10.9MB
22 - ETL Phase 3 Data Wrangling after the load/168 - Executing Stored Procedures.mp4
8.23MB
22 - ETL Phase 3 Data Wrangling after the load/169 - Modifying Stored Procedures.mp4
34.88MB
22 - ETL Phase 3 Data Wrangling after the load/170 - Create table.mp4
42.97MB
22 - ETL Phase 3 Data Wrangling after the load/171 - Insert INTO.mp4
56.49MB
22 - ETL Phase 3 Data Wrangling after the load/172 - Check if table exists drop table Truncate.mp4
18.48MB
22 - ETL Phase 3 Data Wrangling after the load/173 - Intermediate Recap.mp4
6.9MB
22 - ETL Phase 3 Data Wrangling after the load/174 - Create the proc for the second file.mp4
63.51MB
22 - ETL Phase 3 Data Wrangling after the load/175 - Adding leading zeros.mp4
32.75MB
22 - ETL Phase 3 Data Wrangling after the load/176 - Converting data on the fly.mp4
93.71MB
22 - ETL Phase 3 Data Wrangling after the load/177 - How to create a proc template.mp4
23.98MB
22 - ETL Phase 3 Data Wrangling after the load/178 - Archiving Procs.mp4
18.82MB
22 - ETL Phase 3 Data Wrangling after the load/179 - What you can do with these tables going forward drv files etc.mp4
59.24MB
23 - Handling errors during ETL Phase 3/180 - Intro what you will learn in this section.mp4
10.13MB
23 - Handling errors during ETL Phase 3/181 - Download the dataset for this section.mp4
1.63MB
23 - Handling errors during ETL Phase 3/182 - Upload the data to RAW table.mp4
133.53MB
23 - Handling errors during ETL Phase 3/183 - Create Stored Proc.mp4
43.21MB
23 - Handling errors during ETL Phase 3/184 - How to deal with errors using the isnumeric function.mp4
37.41MB
23 - Handling errors during ETL Phase 3/185 - How to deal errors using the len function.mp4
37.14MB
23 - Handling errors during ETL Phase 3/186 - How to deal with errors using the isdate function.mp4
39.32MB
23 - Handling errors during ETL Phase 3/187 - Additional Quality Assurance check Balance.mp4
17.53MB
23 - Handling errors during ETL Phase 3/188 - Additional Quality Assurance check ZipCode.mp4
39.32MB
23 - Handling errors during ETL Phase 3/189 - Additional Quality Assurance check Birthday.mp4
14.7MB
23 - Handling errors during ETL Phase 3/190 - Part Completed.mp4
31MB
23 - Handling errors during ETL Phase 3/191 - ETL Error Handling Vehicle Service Project.mp4
18.53MB
24 - Part 4 Communication/192 - Welcome to Part 4.mp4
25.42MB
25 - Working with people/193 - Intro what you will learn in this section.mp4
4.45MB
25 - Working with people/194 - Cross.mp4
49.12MB
25 - Working with people/195 - Come to me with a Business Problem.mp4
47.36MB
25 - Working with people/196 - Setting expectations and pre.mp4
40.45MB
25 - Working with people/197 - Go and sit with them.mp4
54.85MB
25 - Working with people/198 - The art of saying No.mp4
62.85MB
25 - Working with people/199 - Sometimes you have to go to the top.mp4
30.16MB
25 - Working with people/200 - Building a data culture.mp4
58.83MB
26 - Presenting for Data Scientists/201 - Intro what you will learn in this section.mp4
10.22MB
26 - Presenting for Data Scientists/202 - Case study.mp4
22.19MB
26 - Presenting for Data Scientists/203 - Analysing the intro.mp4
67.88MB
26 - Presenting for Data Scientists/204 - Intro dissection.mp4
56.83MB
26 - Presenting for Data Scientists/205 - REAL Data Science Presentation Walkthrough.mp4
147.03MB
26 - Presenting for Data Scientists/206 - My brainstorming method.mp4
35.52MB
26 - Presenting for Data Scientists/207 - How to present to executives.mp4
32.73MB
26 - Presenting for Data Scientists/208 - The truth is not always pretty.mp4
16.61MB
26 - Presenting for Data Scientists/209 - Passion and the Wow.mp4
12.1MB
26 - Presenting for Data Scientists/210 - Bonus my full presentation LIVE 2015.mp4
52.85MB
27 - Homework Solutions/212 - Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4
26.93MB
27 - Homework Solutions/213 - Advanced Data Mining with Tableau Chi.mp4
29.41MB
27 - Homework Solutions/214 - ETL Error Handling Phases 1 and 2.mp4
207.21MB
27 - Homework Solutions/215 - ETL Error Handling Vehicle Service Project Part 1 of 3.mp4
170.94MB
27 - Homework Solutions/216 - ETL Error Handling Vehicle Service Project Part 2 of 3.mp4
56.5MB
27 - Homework Solutions/217 - ETL Error Handling Vehicle Service Project Part 3 of 3.mp4
148.99MB
27 - Homework Solutions/218 - THANK YOU bonus video.mp4
53.88MB
3 - Part 1 Visualisation/13 - Welcome to Part 1.mp4
28.47MB
4 - Introduction to Tableau/14 - Intro what you will learn in this section.mp4
5.18MB
4 - Introduction to Tableau/15 - Installing Tableau Desktop and Tableau Public FREE.mp4
13.61MB
4 - Introduction to Tableau/16 - Challenge description view data in file.mp4
16.44MB
4 - Introduction to Tableau/17 - Connecting Tableau to a Data file.mp4
11.45MB
4 - Introduction to Tableau/18 - Navigating Tableau.mp4
14.74MB
4 - Introduction to Tableau/19 - Creating a calculated field.mp4
11.67MB
4 - Introduction to Tableau/20 - Adding colours.mp4
14.44MB
4 - Introduction to Tableau/21 - Adding labels and formatting.mp4
22.23MB
4 - Introduction to Tableau/22 - Exporting your worksheet.mp4
13.64MB
4 - Introduction to Tableau/23 - Section Recap.mp4
6.92MB
5 - How to use Tableau for Data Mining/24 - Intro what you will learn in this section.mp4
8.46MB
5 - How to use Tableau for Data Mining/25 - Get the Dataset Project Overview.mp4
59.74MB
5 - How to use Tableau for Data Mining/26 - Connecting Tableau to an Excel File.mp4
10.51MB
5 - How to use Tableau for Data Mining/27 - How to visualise an AB test in Tableau.mp4
28.83MB
5 - How to use Tableau for Data Mining/28 - Working with Aliases.mp4
10.33MB
5 - How to use Tableau for Data Mining/29 - Adding a Reference Line.mp4
13.4MB
5 - How to use Tableau for Data Mining/30 - Looking for anomalies.mp4
20.75MB
5 - How to use Tableau for Data Mining/31 - Handy trick to validate your approach data.mp4
28.95MB
5 - How to use Tableau for Data Mining/32 - Section Recap.mp4
9.8MB
6 - Advanced Data Mining With Tableau/33 - Intro what you will learn in this section.mp4
4.22MB
6 - Advanced Data Mining With Tableau/34 - Creating bins & Visualizing distributions.mp4
26MB
6 - Advanced Data Mining With Tableau/35 - Creating a classification test for a numeric variable.mp4
29.68MB
6 - Advanced Data Mining With Tableau/36 - Combining two charts and working with them in Tableau.mp4
31.39MB
6 - Advanced Data Mining With Tableau/37 - Validating Tableau Data Mining with a Chi.mp4
38.75MB
6 - Advanced Data Mining With Tableau/38 - Chi.mp4
38.92MB
6 - Advanced Data Mining With Tableau/40 - Visualising Balance and Estimated Salary distribution.mp4
95.81MB
6 - Advanced Data Mining With Tableau/41 - Bonus Chi.mp4
98.56MB
6 - Advanced Data Mining With Tableau/42 - Bonus Chi.mp4
43.11MB
6 - Advanced Data Mining With Tableau/43 - Section Recap.mp4
11.46MB
6 - Advanced Data Mining With Tableau/44 - Part Completed.mp4
2.52MB
7 - Part 2 Modelling/45 - Welcome to Part 2.mp4
59.44MB
8 - Stats Refresher/46 - Intro what you will learn in this section.mp4
2.18MB
8 - Stats Refresher/47 - Types of variables Categorical vs Numeric.mp4
9.54MB
8 - Stats Refresher/48 - Types of regressions.mp4
13.82MB
8 - Stats Refresher/49 - Ordinary Least Squares.mp4
6.22MB
8 - Stats Refresher/50 - Rsquared.mp4
6.74MB
8 - Stats Refresher/51 - Adjusted R.mp4
18.84MB
9 - Simple Linear Regression/52 - Intro what you will learn in this section.mp4
3.59MB
9 - Simple Linear Regression/53 - Introduction to Gretl.mp4
17.43MB
9 - Simple Linear Regression/54 - Get the dataset.mp4
17.84MB
9 - Simple Linear Regression/55 - Import data and run descriptive statistics.mp4
8.9MB
9 - Simple Linear Regression/56 - Reading Linear Regression Output.mp4
15.74MB
9 - Simple Linear Regression/57 - Plotting and analysing the graph.mp4
11.12MB
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