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[FreeCourseSite.com] Udemy - Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus [2023]
magnet:?xt=urn:btih:cb5a2b3acd76303ba7125e6183f611d4cce0e936&dn=[FreeCourseSite.com] Udemy - Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus [2023]
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Hash值:
cb5a2b3acd76303ba7125e6183f611d4cce0e936
点击数:
143
文件大小:
6.73 GB
文件数量:
210
创建日期:
2024-1-19 23:23
最后访问:
2024-5-24 10:41
访问标签:
FreeCourseSite
com
Udemy
-
Data
Science
A-Z™
Hands-On
Exercises
&
ChatGPT
Bonus
2023
文件列表详情
1 - Get Excited/1 - Welcome to Data Science AZ™.mp4 48.84 MB
10 - Multiple Linear Regression/58 - Intro what you will learn in this section.mp4 7.4 MB
10 - Multiple Linear Regression/59 - Caveat assumptions of a linear regression.mp4 3.04 MB
10 - Multiple Linear Regression/60 - Get the dataset.mp4 32.12 MB
10 - Multiple Linear Regression/61 - Dummy Variables.mp4 20.81 MB
10 - Multiple Linear Regression/62 - Dummy Variable Trap.mp4 7.38 MB
10 - Multiple Linear Regression/63 - Understanding the P.mp4 23.16 MB
10 - Multiple Linear Regression/64 - Ways to build a model BACKWARD FORWARD STEPWISE.mp4 74.36 MB
10 - Multiple Linear Regression/65 - Backward Elimination.mp4 114.96 MB
10 - Multiple Linear Regression/66 - Using Adjusted R.mp4 54.53 MB
10 - Multiple Linear Regression/67 - Interpreting coefficients of MLR.mp4 103.57 MB
10 - Multiple Linear Regression/68 - Section Recap.mp4 9.27 MB
11 - Logistic Regression/69 - Intro what you will learn in this section.mp4 18.07 MB
11 - Logistic Regression/70 - Get the dataset.mp4 9.69 MB
11 - Logistic Regression/71 - Binary outcome YesNo.mp4 17.91 MB
11 - Logistic Regression/72 - Logistic regression intuition.mp4 62.91 MB
11 - Logistic Regression/73 - Your first logistic regression.mp4 37.83 MB
11 - Logistic Regression/74 - False Positives and False Negatives.mp4 16.3 MB
11 - Logistic Regression/75 - Confusion Matrix.mp4 7.93 MB
11 - Logistic Regression/76 - Interpreting coefficients of a logistic regression.mp4 47.69 MB
12 - Building a robust geodemographic segmentation model/77 - Intro what you will learn in this section.mp4 4.67 MB
12 - Building a robust geodemographic segmentation model/78 - Get the dataset.mp4 61.32 MB
12 - Building a robust geodemographic segmentation model/79 - What is geo.mp4 15.78 MB
12 - Building a robust geodemographic segmentation model/80 - Lets build the model.mp4 19.31 MB
12 - Building a robust geodemographic segmentation model/81 - Lets build the model.mp4 71.05 MB
12 - Building a robust geodemographic segmentation model/82 - Transforming independent variables.mp4 31.69 MB
12 - Building a robust geodemographic segmentation model/83 - Creating derived variables.mp4 16.17 MB
12 - Building a robust geodemographic segmentation model/84 - Checking for multicollinearity using VIF.mp4 20.58 MB
12 - Building a robust geodemographic segmentation model/85 - Correlation Matrix and Multicollinearity Intuition.mp4 21.37 MB
12 - Building a robust geodemographic segmentation model/86 - Model is Ready and Section Recap.mp4 17.12 MB
13 - Assessing your model/87 - Intro what you will learn in this section.mp4 2.81 MB
13 - Assessing your model/88 - Accuracy paradox.mp4 4.11 MB
13 - Assessing your model/89 - Cumulative Accuracy Profile CAP.mp4 37.91 MB
13 - Assessing your model/90 - How to build a CAP curve in Excel.mp4 133.64 MB
13 - Assessing your model/91 - Assessing your model using the CAP curve.mp4 24.27 MB
13 - Assessing your model/92 - Get my CAP curve template.mp4 39.96 MB
13 - Assessing your model/93 - How to use test data to prevent overfitting your model.mp4 8.86 MB
13 - Assessing your model/94 - Applying the model to test data.mp4 84.2 MB
13 - Assessing your model/95 - Comparing training performance and test performance.mp4 83.02 MB
13 - Assessing your model/96 - Section Recap.mp4 7.19 MB
14 - Drawing insights from your model/100 - Odds ratio advanced topic.mp4 40.1 MB
14 - Drawing insights from your model/101 - Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4 12.62 MB
14 - Drawing insights from your model/102 - Deriving insights from your coefficients advanced topic.mp4 114.5 MB
14 - Drawing insights from your model/103 - Section Recap.mp4 6.17 MB
14 - Drawing insights from your model/97 - Intro what you will learn in this section.mp4 2.53 MB
14 - Drawing insights from your model/98 - Power insights from your CAP.mp4 50.35 MB
14 - Drawing insights from your model/99 - Coefficients of a Logistic Regression.mp4 8.96 MB
15 - Model maintenance/104 - Intro what you will learn in this section.mp4 2.8 MB
15 - Model maintenance/105 - What does model deterioration look like.mp4 30.13 MB
15 - Model maintenance/106 - Why do models deteriorate.mp4 51.44 MB
15 - Model maintenance/107 - Three levels of maintenance for deployed models.mp4 14.39 MB
15 - Model maintenance/108 - Section Recap.mp4 2.83 MB
16 - Part 3 Data Preparation/109 - Welcome to Part 3.mp4 40.19 MB
17 - Business Intelligence BI Tools/110 - Intro what you will learn in this section.mp4 1.69 MB
17 - Business Intelligence BI Tools/111 - Working with Data.mp4 4.08 MB
17 - Business Intelligence BI Tools/112 - What is a Data Warehouse What is a Database.mp4 7.99 MB
17 - Business Intelligence BI Tools/113 - Setting up Microsoft SQL Server 2014 for practice.mp4 18.74 MB
17 - Business Intelligence BI Tools/114 - Important Practice Database.mp4 23.33 MB
17 - Business Intelligence BI Tools/115 - ETL for Data Science.mp4 3.2 MB
17 - Business Intelligence BI Tools/116 - Microsoft BI Tools What is SSDT.mp4 6.74 MB
17 - Business Intelligence BI Tools/117 - Installing SSDT with MSVS Shell.mp4 14.28 MB
18 - ETL Phase 1 Data Wrangling before the Load/118 - Intro what you will learn in this section.mp4 9.08 MB
18 - ETL Phase 1 Data Wrangling before the Load/119 - Preparing your folder structure for your Data Science project.mp4 4.43 MB
18 - ETL Phase 1 Data Wrangling before the Load/120 - Download the dataset for this section.mp4 2.97 MB
18 - ETL Phase 1 Data Wrangling before the Load/121 - Two things you HAVE to do before the load.mp4 35.29 MB
18 - ETL Phase 1 Data Wrangling before the Load/122 - Notepad.mp4 2.86 MB
18 - ETL Phase 1 Data Wrangling before the Load/123 - Editpad Lite.mp4 5.43 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/124 - Intro what you will learn in this section.mp4 4.88 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/125 - Starting and navigating an SSIS Project.mp4 4.66 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/126 - Creating a flat file source task and OLE DB destination.mp4 5.33 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/127 - Setting up your flat file source connection.mp4 27.69 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/128 - Setting up your database connection and creating a RAW table.mp4 26.39 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/129 - Run the Upload & Disable.mp4 10.14 MB
19 - ETL Phase 2 Stepbystep guide to uploading data using SSIS/130 - Due Dilligence Upload Quality Assurance.mp4 5.99 MB
2 - What is Data Science/10 - IMPORTANT Course Pathways.mp4 27.43 MB
2 - What is Data Science/6 - Intro what you will learn in this section.mp4 4.19 MB
2 - What is Data Science/7 - Updates on Udemy Reviews.mp4 3.23 MB
2 - What is Data Science/8 - Profession of the future.mp4 38.27 MB
2 - What is Data Science/9 - Areas of Data Science.mp4 23.91 MB
20 - Handling errors during ETL Phases 1 & 2/131 - Intro what you will learn in this section.mp4 5 MB
20 - Handling errors during ETL Phases 1 & 2/132 - Download the dataset for this section.mp4 1.8 MB
20 - Handling errors during ETL Phases 1 & 2/133 - How excel can mess up your data.mp4 59.88 MB
20 - Handling errors during ETL Phases 1 & 2/134 - Bulletproof Blueprint for Data Wrangling before the Load.mp4 58.02 MB
20 - Handling errors during ETL Phases 1 & 2/135 - SSIS Error Text qualifier not specified.mp4 25.82 MB
20 - Handling errors during ETL Phases 1 & 2/136 - What do you do when your source file is corrupt Part 1.mp4 301.13 MB
20 - Handling errors during ETL Phases 1 & 2/137 - What do you do when your source file is corrupt Part 2.mp4 71.37 MB
20 - Handling errors during ETL Phases 1 & 2/138 - SSIS Error Data truncation.mp4 114.19 MB
20 - Handling errors during ETL Phases 1 & 2/139 - Handy trick for finding anomalies in SQL.mp4 27.22 MB
20 - Handling errors during ETL Phases 1 & 2/140 - Automating Error Handling in SSIS Conditional Split.mp4 62.94 MB
20 - Handling errors during ETL Phases 1 & 2/141 - Automating Error Handling in SSIS Conditional Split Level 2.mp4 63.6 MB
20 - Handling errors during ETL Phases 1 & 2/142 - How to analyze the error files.mp4 213.31 MB
20 - Handling errors during ETL Phases 1 & 2/143 - Due Dilligence the one thing you HAVE to do every time.mp4 45.2 MB
20 - Handling errors during ETL Phases 1 & 2/144 - Types of Errors in SSIS.mp4 5.99 MB
20 - Handling errors during ETL Phases 1 & 2/145 - Summary.mp4 31 MB
20 - Handling errors during ETL Phases 1 & 2/146 - Homework.mp4 57.8 MB
21 - SQL Programming for Data Science/147 - Intro what you will learn in this section.mp4 5.91 MB
21 - SQL Programming for Data Science/148 - Download the dataset for this section.mp4 1.41 MB
21 - SQL Programming for Data Science/149 - Getting To Know MS SQL Management Studio.mp4 5.42 MB
21 - SQL Programming for Data Science/150 - Shortcut to upload the data.mp4 12.08 MB
21 - SQL Programming for Data Science/151 - SELECT Statement.mp4 18.59 MB
21 - SQL Programming for Data Science/152 - Using the WHERE clause to filter data.mp4 18.36 MB
21 - SQL Programming for Data Science/153 - How to use Wildcards Regular Expressions in SQL and.mp4 14.35 MB
21 - SQL Programming for Data Science/154 - Comments in SQL.mp4 6.81 MB
21 - SQL Programming for Data Science/155 - Order By.mp4 18.26 MB
21 - SQL Programming for Data Science/156 - Data Types in SQL.mp4 11.4 MB
21 - SQL Programming for Data Science/157 - Implicit Data Conversion in SQL.mp4 15.45 MB
21 - SQL Programming for Data Science/158 - Using Cast vs Convert.mp4 12.08 MB
21 - SQL Programming for Data Science/159 - Working with NULLs.mp4 21.5 MB
21 - SQL Programming for Data Science/160 - Understanding how LEFT RIGHT INNER and OUTER joins work.mp4 12.1 MB
21 - SQL Programming for Data Science/161 - Joins with duplicate values.mp4 5.28 MB
21 - SQL Programming for Data Science/162 - Joining on multiple fields.mp4 19.72 MB
21 - SQL Programming for Data Science/163 - Practicing Joins.mp4 21.04 MB
22 - ETL Phase 3 Data Wrangling after the load/164 - Intro what you will learn in this section.mp4 10.84 MB
22 - ETL Phase 3 Data Wrangling after the load/165 - RAW WRK DRV tables.mp4 9.83 MB
22 - ETL Phase 3 Data Wrangling after the load/166 - Download the dataset for this section.mp4 3.22 MB
22 - ETL Phase 3 Data Wrangling after the load/167 - Create your first Stored Proc in SQL.mp4 10.9 MB
22 - ETL Phase 3 Data Wrangling after the load/168 - Executing Stored Procedures.mp4 8.23 MB
22 - ETL Phase 3 Data Wrangling after the load/169 - Modifying Stored Procedures.mp4 34.88 MB
22 - ETL Phase 3 Data Wrangling after the load/170 - Create table.mp4 42.97 MB
22 - ETL Phase 3 Data Wrangling after the load/171 - Insert INTO.mp4 56.49 MB
22 - ETL Phase 3 Data Wrangling after the load/172 - Check if table exists drop table Truncate.mp4 18.48 MB
22 - ETL Phase 3 Data Wrangling after the load/173 - Intermediate Recap.mp4 6.9 MB
22 - ETL Phase 3 Data Wrangling after the load/174 - Create the proc for the second file.mp4 63.51 MB
22 - ETL Phase 3 Data Wrangling after the load/175 - Adding leading zeros.mp4 32.75 MB
22 - ETL Phase 3 Data Wrangling after the load/176 - Converting data on the fly.mp4 93.71 MB
22 - ETL Phase 3 Data Wrangling after the load/177 - How to create a proc template.mp4 23.98 MB
22 - ETL Phase 3 Data Wrangling after the load/178 - Archiving Procs.mp4 18.82 MB
22 - ETL Phase 3 Data Wrangling after the load/179 - What you can do with these tables going forward drv files etc.mp4 59.24 MB
23 - Handling errors during ETL Phase 3/180 - Intro what you will learn in this section.mp4 10.13 MB
23 - Handling errors during ETL Phase 3/181 - Download the dataset for this section.mp4 1.63 MB
23 - Handling errors during ETL Phase 3/182 - Upload the data to RAW table.mp4 133.53 MB
23 - Handling errors during ETL Phase 3/183 - Create Stored Proc.mp4 43.21 MB
23 - Handling errors during ETL Phase 3/184 - How to deal with errors using the isnumeric function.mp4 37.41 MB
23 - Handling errors during ETL Phase 3/185 - How to deal errors using the len function.mp4 37.14 MB
23 - Handling errors during ETL Phase 3/186 - How to deal with errors using the isdate function.mp4 39.32 MB
23 - Handling errors during ETL Phase 3/187 - Additional Quality Assurance check Balance.mp4 17.53 MB
23 - Handling errors during ETL Phase 3/188 - Additional Quality Assurance check ZipCode.mp4 39.32 MB
23 - Handling errors during ETL Phase 3/189 - Additional Quality Assurance check Birthday.mp4 14.7 MB
23 - Handling errors during ETL Phase 3/190 - Part Completed.mp4 31 MB
23 - Handling errors during ETL Phase 3/191 - ETL Error Handling Vehicle Service Project.mp4 18.53 MB
24 - Part 4 Communication/192 - Welcome to Part 4.mp4 25.42 MB
25 - Working with people/193 - Intro what you will learn in this section.mp4 4.45 MB
25 - Working with people/194 - Cross.mp4 49.12 MB
25 - Working with people/195 - Come to me with a Business Problem.mp4 47.36 MB
25 - Working with people/196 - Setting expectations and pre.mp4 40.45 MB
25 - Working with people/197 - Go and sit with them.mp4 54.85 MB
25 - Working with people/198 - The art of saying No.mp4 62.85 MB
25 - Working with people/199 - Sometimes you have to go to the top.mp4 30.16 MB
25 - Working with people/200 - Building a data culture.mp4 58.83 MB
26 - Presenting for Data Scientists/201 - Intro what you will learn in this section.mp4 10.22 MB
26 - Presenting for Data Scientists/202 - Case study.mp4 22.19 MB
26 - Presenting for Data Scientists/203 - Analysing the intro.mp4 67.88 MB
26 - Presenting for Data Scientists/204 - Intro dissection.mp4 56.83 MB
26 - Presenting for Data Scientists/205 - REAL Data Science Presentation Walkthrough.mp4 147.03 MB
26 - Presenting for Data Scientists/206 - My brainstorming method.mp4 35.52 MB
26 - Presenting for Data Scientists/207 - How to present to executives.mp4 32.73 MB
26 - Presenting for Data Scientists/208 - The truth is not always pretty.mp4 16.61 MB
26 - Presenting for Data Scientists/209 - Passion and the Wow.mp4 12.1 MB
26 - Presenting for Data Scientists/210 - Bonus my full presentation LIVE 2015.mp4 52.85 MB
27 - Homework Solutions/212 - Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4 26.93 MB
27 - Homework Solutions/213 - Advanced Data Mining with Tableau Chi.mp4 29.41 MB
27 - Homework Solutions/214 - ETL Error Handling Phases 1 and 2.mp4 207.21 MB
27 - Homework Solutions/215 - ETL Error Handling Vehicle Service Project Part 1 of 3.mp4 170.94 MB
27 - Homework Solutions/216 - ETL Error Handling Vehicle Service Project Part 2 of 3.mp4 56.5 MB
27 - Homework Solutions/217 - ETL Error Handling Vehicle Service Project Part 3 of 3.mp4 148.99 MB
27 - Homework Solutions/218 - THANK YOU bonus video.mp4 53.88 MB
3 - Part 1 Visualisation/13 - Welcome to Part 1.mp4 28.47 MB
4 - Introduction to Tableau/14 - Intro what you will learn in this section.mp4 5.18 MB
4 - Introduction to Tableau/15 - Installing Tableau Desktop and Tableau Public FREE.mp4 13.61 MB
4 - Introduction to Tableau/16 - Challenge description view data in file.mp4 16.44 MB
4 - Introduction to Tableau/17 - Connecting Tableau to a Data file.mp4 11.45 MB
4 - Introduction to Tableau/18 - Navigating Tableau.mp4 14.74 MB
4 - Introduction to Tableau/19 - Creating a calculated field.mp4 11.67 MB
4 - Introduction to Tableau/20 - Adding colours.mp4 14.44 MB
4 - Introduction to Tableau/21 - Adding labels and formatting.mp4 22.23 MB
4 - Introduction to Tableau/22 - Exporting your worksheet.mp4 13.64 MB
4 - Introduction to Tableau/23 - Section Recap.mp4 6.92 MB
5 - How to use Tableau for Data Mining/24 - Intro what you will learn in this section.mp4 8.46 MB
5 - How to use Tableau for Data Mining/25 - Get the Dataset Project Overview.mp4 59.74 MB
5 - How to use Tableau for Data Mining/26 - Connecting Tableau to an Excel File.mp4 10.51 MB
5 - How to use Tableau for Data Mining/27 - How to visualise an AB test in Tableau.mp4 28.83 MB
5 - How to use Tableau for Data Mining/28 - Working with Aliases.mp4 10.33 MB
5 - How to use Tableau for Data Mining/29 - Adding a Reference Line.mp4 13.4 MB
5 - How to use Tableau for Data Mining/30 - Looking for anomalies.mp4 20.75 MB
5 - How to use Tableau for Data Mining/31 - Handy trick to validate your approach data.mp4 28.95 MB
5 - How to use Tableau for Data Mining/32 - Section Recap.mp4 9.8 MB
6 - Advanced Data Mining With Tableau/33 - Intro what you will learn in this section.mp4 4.22 MB
6 - Advanced Data Mining With Tableau/34 - Creating bins & Visualizing distributions.mp4 26 MB
6 - Advanced Data Mining With Tableau/35 - Creating a classification test for a numeric variable.mp4 29.68 MB
6 - Advanced Data Mining With Tableau/36 - Combining two charts and working with them in Tableau.mp4 31.39 MB
6 - Advanced Data Mining With Tableau/37 - Validating Tableau Data Mining with a Chi.mp4 38.75 MB
6 - Advanced Data Mining With Tableau/38 - Chi.mp4 38.92 MB
6 - Advanced Data Mining With Tableau/40 - Visualising Balance and Estimated Salary distribution.mp4 95.81 MB
6 - Advanced Data Mining With Tableau/41 - Bonus Chi.mp4 98.56 MB
6 - Advanced Data Mining With Tableau/42 - Bonus Chi.mp4 43.11 MB
6 - Advanced Data Mining With Tableau/43 - Section Recap.mp4 11.46 MB
6 - Advanced Data Mining With Tableau/44 - Part Completed.mp4 2.52 MB
7 - Part 2 Modelling/45 - Welcome to Part 2.mp4 59.44 MB
8 - Stats Refresher/46 - Intro what you will learn in this section.mp4 2.18 MB
8 - Stats Refresher/47 - Types of variables Categorical vs Numeric.mp4 9.54 MB
8 - Stats Refresher/48 - Types of regressions.mp4 13.82 MB
8 - Stats Refresher/49 - Ordinary Least Squares.mp4 6.22 MB
8 - Stats Refresher/50 - Rsquared.mp4 6.74 MB
8 - Stats Refresher/51 - Adjusted R.mp4 18.84 MB
9 - Simple Linear Regression/52 - Intro what you will learn in this section.mp4 3.59 MB
9 - Simple Linear Regression/53 - Introduction to Gretl.mp4 17.43 MB
9 - Simple Linear Regression/54 - Get the dataset.mp4 17.84 MB
9 - Simple Linear Regression/55 - Import data and run descriptive statistics.mp4 8.9 MB
9 - Simple Linear Regression/56 - Reading Linear Regression Output.mp4 15.74 MB
9 - Simple Linear Regression/57 - Plotting and analysing the graph.mp4 11.12 MB
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