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[FreeCourseWorld.Com] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
magnet:?xt=urn:btih:0cfaa73c53fee3341141bac8528c016db274621c&dn=[FreeCourseWorld.Com] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
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Hash值:
0cfaa73c53fee3341141bac8528c016db274621c
点击数:
313
文件大小:
12.66 GB
文件数量:
205
创建日期:
2021-4-22 05:23
最后访问:
2024-5-17 00:51
访问标签:
FreeCourseWorld
Com
Udemy
-
Data
Science
A-Z™
Real-Life
Data
Science
Exercises
Included
文件列表详情
01 Get Excited/001 Welcome to Data Science A-ZTM.mp4 34.78 MB
02 What is Data Science/003 Intro (what you will learn in this section).mp4 7.7 MB
02 What is Data Science/004 Updates on Udemy Reviews.mp4 20.42 MB
02 What is Data Science/005 Profession of the future.mp4 58 MB
02 What is Data Science/006 Areas of Data Science.mp4 37.66 MB
02 What is Data Science/007 IMPORTANT Course Pathways.mp4 18.64 MB
03 --------------------------- Part 1 Visualisation ---------------------------/009 Welcome to Part 1.mp4 30.38 MB
04 Introduction to Tableau/010 Intro (what you will learn in this section).mp4 13.34 MB
04 Introduction to Tableau/011 Installing Tableau Desktop and Tableau Public (FREE).mp4 41.92 MB
04 Introduction to Tableau/012 Challenge description view data in file.mp4 9.96 MB
04 Introduction to Tableau/013 Connecting Tableau to a Data file - CSV file.mp4 24.9 MB
04 Introduction to Tableau/014 Navigating Tableau - Measures and Dimensions.mp4 53.52 MB
04 Introduction to Tableau/015 Creating a calculated field.mp4 52.36 MB
04 Introduction to Tableau/016 Adding colours.mp4 58.79 MB
04 Introduction to Tableau/017 Adding labels and formatting.mp4 41.71 MB
04 Introduction to Tableau/018 Exporting your worksheet.mp4 37.37 MB
04 Introduction to Tableau/019 Section Recap.mp4 5.62 MB
05 How to use Tableau for Data Mining/020 Intro (what you will learn in this section).mp4 26.45 MB
05 How to use Tableau for Data Mining/021 Get the Dataset Project Overview.mp4 24.06 MB
05 How to use Tableau for Data Mining/022 Connecting Tableau to an Excel File.mp4 42.75 MB
05 How to use Tableau for Data Mining/023 How to visualise an AB test in Tableau.mp4 41.8 MB
05 How to use Tableau for Data Mining/024 Working with Aliases.mp4 35.09 MB
05 How to use Tableau for Data Mining/025 Adding a Reference Line.mp4 46.39 MB
05 How to use Tableau for Data Mining/026 Looking for anomalies.mp4 34.41 MB
05 How to use Tableau for Data Mining/027 Handy trick to validate your approach data.mp4 76.85 MB
06 Advanced Data Mining With Tableau/030 Creating bins Visualizing distributions.mp4 44.17 MB
06 Advanced Data Mining With Tableau/031 Creating a classification test for a numeric variable.mp4 20.8 MB
06 Advanced Data Mining With Tableau/032 Combining two charts and working with them in Tableau.mp4 26.91 MB
06 Advanced Data Mining With Tableau/033 Validating Tableau Data Mining with a Chi-Squared test.mp4 50.48 MB
06 Advanced Data Mining With Tableau/034 Chi-Squared test when there is more than 2 categories.mp4 21.34 MB
06 Advanced Data Mining With Tableau/035 Visualising Balance and Estimated Salary distribution.mp4 144.26 MB
06 Advanced Data Mining With Tableau/036 Bonus Chi-Squared Test (Stats Tutorial).mp4 147.36 MB
06 Advanced Data Mining With Tableau/037 Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4 39.63 MB
06 Advanced Data Mining With Tableau/038 Section Recap.mp4 9.2 MB
06 Advanced Data Mining With Tableau/039 Part Completed.mp4 7.42 MB
07 --------------------------- Part 2 Modelling ---------------------------/040 Welcome to Part 2.mp4 50.36 MB
08 Stats Refresher/041 Intro (what you will learn in this section).mp4 17.74 MB
08 Stats Refresher/042 Types of variables Categorical vs Numeric.mp4 13.04 MB
08 Stats Refresher/043 Types of regressions.mp4 10.33 MB
08 Stats Refresher/044 Ordinary Least Squares.mp4 4.22 MB
08 Stats Refresher/045 R-squared.mp4 6.74 MB
08 Stats Refresher/046 Adjusted R-squared.mp4 13.83 MB
09 Simple Linear Regression/047 Intro (what you will learn in this section).mp4 22.36 MB
09 Simple Linear Regression/048 Introduction to Gretl.mp4 34.94 MB
09 Simple Linear Regression/049 Get the dataset.mp4 38 MB
09 Simple Linear Regression/050 Import data and run descriptive statistics.mp4 14.41 MB
09 Simple Linear Regression/051 Reading Linear Regression Output.mp4 29.67 MB
09 Simple Linear Regression/052 Plotting and analysing the graph.mp4 31.02 MB
10 Multiple Linear Regression/053 Intro (what you will learn in this section).mp4 26.84 MB
10 Multiple Linear Regression/054 Caveat assumptions of a linear regression.mp4 8.08 MB
10 Multiple Linear Regression/055 Get the dataset.mp4 62.29 MB
10 Multiple Linear Regression/056 Dummy Variables.mp4 41.53 MB
10 Multiple Linear Regression/057 Dummy Variable Trap.mp4 12.51 MB
10 Multiple Linear Regression/058 Ways to build a model BACKWARD FORWARD STEPWISE.mp4 98.86 MB
10 Multiple Linear Regression/059 Backward Elimination - Practice time.mp4 186.93 MB
10 Multiple Linear Regression/060 Using Adjusted R-squared to create Robust models.mp4 167.15 MB
10 Multiple Linear Regression/061 Interpreting coefficients of MLR.mp4 88.9 MB
10 Multiple Linear Regression/062 Section Recap.mp4 16.51 MB
11 Logistic Regression/063 Intro (what you will learn in this section).mp4 37.19 MB
11 Logistic Regression/064 Get the dataset.mp4 8.99 MB
11 Logistic Regression/065 Binary outcome YesNo-Type Business Problems.mp4 36.2 MB
11 Logistic Regression/066 Logistic regression intuition.mp4 82.72 MB
11 Logistic Regression/067 Your first logistic regression.mp4 41.71 MB
11 Logistic Regression/068 False Positives and False Negatives.mp4 44.02 MB
11 Logistic Regression/069 Confusion Matrix.mp4 20.48 MB
11 Logistic Regression/070 Interpreting coefficients of a logistic regression.mp4 103.52 MB
12 Building a robust geodemographic segmentation model/071 Intro (what you will learn in this section).mp4 15.3 MB
12 Building a robust geodemographic segmentation model/072 Get the dataset.mp4 27.11 MB
12 Building a robust geodemographic segmentation model/073 What is geo-demographic segmenation.mp4 15.82 MB
12 Building a robust geodemographic segmentation model/075 Lets build the model - backward elimination STEP-BY-STEP.mp4 171.38 MB
12 Building a robust geodemographic segmentation model/076 Transforming independent variables.mp4 92.02 MB
12 Building a robust geodemographic segmentation model/077 Creating derived variables.mp4 41.84 MB
12 Building a robust geodemographic segmentation model/078 Checking for multicollinearity using VIF.mp4 139.68 MB
12 Building a robust geodemographic segmentation model/079 Correlation Matrix and Multicollinearity Intuition.mp4 102.85 MB
12 Building a robust geodemographic segmentation model/080 Model is Ready and Section Recap.mp4 59.57 MB
13 Assessing your model/081 Intro (what you will learn in this section).mp4 8.89 MB
13 Assessing your model/082 Accuracy paradox.mp4 10.9 MB
13 Assessing your model/083 Cumulative Accuracy Profile (CAP).mp4 49.66 MB
13 Assessing your model/084 How to build a CAP curve in Excel.mp4 213.02 MB
13 Assessing your model/085 Assessing your model using the CAP curve.mp4 28.47 MB
13 Assessing your model/086 Get my CAP curve template.mp4 20.02 MB
13 Assessing your model/087 How to use test data to prevent overfitting your model.mp4 27.68 MB
13 Assessing your model/088 Applying the model to test data.mp4 144.49 MB
13 Assessing your model/089 Comparing training performance and test performance.mp4 87.31 MB
13 Assessing your model/090 Section Recap.mp4 21.45 MB
14 Drawing insights from your model/091 Intro (what you will learn in this section).mp4 8.35 MB
14 Drawing insights from your model/092 Power insights from your CAP.mp4 85.59 MB
14 Drawing insights from your model/093 Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 23.75 MB
14 Drawing insights from your model/094 Odds ratio (advanced topic).mp4 39.85 MB
14 Drawing insights from your model/095 Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 19.55 MB
14 Drawing insights from your model/096 Deriving insights from your coefficients (advanced topic).mp4 168.19 MB
14 Drawing insights from your model/097 Section Recap.mp4 9.79 MB
15 Model maintenance/098 Intro (what you will learn in this section).mp4 9.45 MB
15 Model maintenance/099 What does model deterioration look like.mp4 22.6 MB
15 Model maintenance/100 Why do models deteriorate.mp4 150.35 MB
15 Model maintenance/101 Three levels of maintenance for deployed models.mp4 18.61 MB
15 Model maintenance/102 Section Recap.mp4 4.4 MB
16 --------------------------- Part 3 Data Preparation ---------------------------/103 Welcome to Part 3.mp4 32.7 MB
17 Business Intelligence (BI) Tools/104 Intro (what you will learn in this section).mp4 5.69 MB
17 Business Intelligence (BI) Tools/105 Working with Data.mp4 5.31 MB
17 Business Intelligence (BI) Tools/106 What is a Data Warehouse What is a Database.mp4 13.66 MB
17 Business Intelligence (BI) Tools/107 Setting up Microsoft SQL Server E4 for practice.mp4 20.12 MB
17 Business Intelligence (BI) Tools/108 Important Practice Database.mp4 22.79 MB
17 Business Intelligence (BI) Tools/109 ETL for Data Science - what is Extract Transform Load (ETL).mp4 8.27 MB
17 Business Intelligence (BI) Tools/110 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp4 18.08 MB
17 Business Intelligence (BI) Tools/111 Installing SSDT with MSVS Shell.mp4 45.84 MB
18 ETL Phase 1 Data Wrangling before the Load/112 Intro (what you will learn in this section).mp4 14.54 MB
18 ETL Phase 1 Data Wrangling before the Load/113 Preparing your folder structure for your Data Science project.mp4 6.75 MB
18 ETL Phase 1 Data Wrangling before the Load/114 Download the dataset for this section.mp4 5.38 MB
18 ETL Phase 1 Data Wrangling before the Load/115 Two things you HAVE to do before the load.mp4 35.99 MB
18 ETL Phase 1 Data Wrangling before the Load/116 Notepad.mp4 10.83 MB
18 ETL Phase 1 Data Wrangling before the Load/117 Editpad Lite.mp4 20.36 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/118 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/119 Starting and navigating an SSIS Project.mp4 8.87 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/120 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/121 Setting up your flat file source connection.mp4 57.91 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/122 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/123 Run the Upload Disable.mp4 17.82 MB
20 Handling errors during ETL (Phases 1 2)/125 Intro (what you will learn in this section).mp4 30.91 MB
20 Handling errors during ETL (Phases 1 2)/126 Download the dataset for this section.mp4 3.64 MB
20 Handling errors during ETL (Phases 1 2)/127 How excel can mess up your data.mp4 90.24 MB
20 Handling errors during ETL (Phases 1 2)/128 Bulletproof Blueprint for Data Wrangling before the Load.mp4 147.47 MB
20 Handling errors during ETL (Phases 1 2)/129 SSIS Error Text qualifier not specified.mp4 46.19 MB
20 Handling errors during ETL (Phases 1 2)/130 What do you do when your source file is corrupt (Part 1).mp4 257.15 MB
20 Handling errors during ETL (Phases 1 2)/131 What do you do when your source file is corrupt (Part 2).mp4 97.08 MB
20 Handling errors during ETL (Phases 1 2)/132 SSIS Error Data truncation.mp4 267.52 MB
20 Handling errors during ETL (Phases 1 2)/133 Handy trick for finding anomalies in SQL.mp4 57.76 MB
20 Handling errors during ETL (Phases 1 2)/134 Automating Error Handling in SSIS Conditional Split.mp4 93.52 MB
20 Handling errors during ETL (Phases 1 2)/135 Automating Error Handling in SSIS Conditional Split (Level 2).mp4 103.29 MB
20 Handling errors during ETL (Phases 1 2)/136 How to analyze the error files.mp4 328.77 MB
20 Handling errors during ETL (Phases 1 2)/137 Due Dilligence the one thing you HAVE to do every time.mp4 97.73 MB
20 Handling errors during ETL (Phases 1 2)/138 Types of Errors in SSIS.mp4 15.16 MB
20 Handling errors during ETL (Phases 1 2)/139 Summary.mp4 80.58 MB
20 Handling errors during ETL (Phases 1 2)/140 Homework.mp4 84.57 MB
21 SQL Programming for Data Science/141 Intro (what you will learn in this section).mp4 11.24 MB
21 SQL Programming for Data Science/142 Download the dataset for this section.mp4 3.01 MB
21 SQL Programming for Data Science/143 Getting To Know MS SQL Management Studio.mp4 16.61 MB
21 SQL Programming for Data Science/144 Shortcut to upload the data.mp4 13.82 MB
21 SQL Programming for Data Science/145 SELECT Statement.mp4 83.27 MB
21 SQL Programming for Data Science/146 Using the WHERE clause to filter data.mp4 95.6 MB
21 SQL Programming for Data Science/147 How to use Wildcards Regular Expressions in SQL ( and _).mp4 41.68 MB
21 SQL Programming for Data Science/148 Comments in SQL.mp4 34.54 MB
21 SQL Programming for Data Science/149 Order By.mp4 88.54 MB
21 SQL Programming for Data Science/150 Data Types in SQL.mp4 28.25 MB
21 SQL Programming for Data Science/151 Implicit Data Conversion in SQL.mp4 46.23 MB
21 SQL Programming for Data Science/152 Using Cast() vs Convert().mp4 55.99 MB
21 SQL Programming for Data Science/153 Working with NULLs.mp4 61.4 MB
21 SQL Programming for Data Science/154 Understanding how LEFT RIGHT INNER and OUTER joins work.mp4 33.91 MB
21 SQL Programming for Data Science/155 Joins with duplicate values.mp4 7.92 MB
21 SQL Programming for Data Science/156 Joining on multiple fields.mp4 33.23 MB
21 SQL Programming for Data Science/157 Practicing Joins.mp4 86.69 MB
22 ETL Phase 3 Data Wrangling after the load/158 Intro (what you will learn in this section).mp4 19.4 MB
22 ETL Phase 3 Data Wrangling after the load/159 RAW WRK DRV tables.mp4 26.57 MB
22 ETL Phase 3 Data Wrangling after the load/160 Download the dataset for this section.mp4 5.29 MB
22 ETL Phase 3 Data Wrangling after the load/161 Create your first Stored Proc in SQL.mp4 27.17 MB
22 ETL Phase 3 Data Wrangling after the load/162 Executing Stored Procedures.mp4 35.23 MB
22 ETL Phase 3 Data Wrangling after the load/163 Modifying Stored Procedures.mp4 115.49 MB
22 ETL Phase 3 Data Wrangling after the load/164 Create table.mp4 117.01 MB
22 ETL Phase 3 Data Wrangling after the load/165 Insert INTO.mp4 22.51 MB
22 ETL Phase 3 Data Wrangling after the load/166 Check if table exists drop table Truncate.mp4 86.05 MB
22 ETL Phase 3 Data Wrangling after the load/167 Intermediate Recap - Procs.mp4 18.22 MB
22 ETL Phase 3 Data Wrangling after the load/168 Create the proc for the second file.mp4 206.92 MB
22 ETL Phase 3 Data Wrangling after the load/169 Adding leading zeros.mp4 129.68 MB
22 ETL Phase 3 Data Wrangling after the load/170 Converting data on the fly.mp4 138.64 MB
22 ETL Phase 3 Data Wrangling after the load/171 How to create a proc template.mp4 39.04 MB
22 ETL Phase 3 Data Wrangling after the load/172 Archiving Procs.mp4 69.86 MB
22 ETL Phase 3 Data Wrangling after the load/173 What you can do with these tables going forward [drv files etc.].mp4 189.74 MB
23 Handling errors during ETL (Phase 3)/174 Intro (what you will learn in this section).mp4 32.87 MB
23 Handling errors during ETL (Phase 3)/175 Download the dataset for this section.mp4 5.4 MB
23 Handling errors during ETL (Phase 3)/176 Upload the data to RAW table.mp4 197.78 MB
23 Handling errors during ETL (Phase 3)/177 Create Stored Proc.mp4 93.28 MB
23 Handling errors during ETL (Phase 3)/178 How to deal with errors using the isnumeric() function.mp4 108.61 MB
23 Handling errors during ETL (Phase 3)/179 How to deal errors using the len() function.mp4 108.49 MB
23 Handling errors during ETL (Phase 3)/180 How to deal with errors using the isdate() function.mp4 118.07 MB
23 Handling errors during ETL (Phase 3)/181 Additional Quality Assurance check Balance.mp4 49.03 MB
23 Handling errors during ETL (Phase 3)/182 Additional Quality Assurance check ZipCode.mp4 59.96 MB
23 Handling errors during ETL (Phase 3)/183 Additional Quality Assurance check Birthday.mp4 44.82 MB
23 Handling errors during ETL (Phase 3)/184 Part Completed.mp4 50.11 MB
23 Handling errors during ETL (Phase 3)/185 ETL Error Handling Vehicle Service Project.mp4 34.35 MB
24 --------------------------- Part 4 Communication ---------------------------/186 Welcome to Part 4.mp4 15.38 MB
25 Working with people/187 Intro (what you will learn in this section).mp4 11.71 MB
25 Working with people/188 Cross-departmental Work.mp4 153.55 MB
25 Working with people/189 Come to me with a Business Problem.mp4 78.93 MB
25 Working with people/190 Setting expectations and pre-project communication.mp4 126.72 MB
25 Working with people/191 Go and sit with them.mp4 167.99 MB
25 Working with people/192 The art of saying No.mp4 196.41 MB
25 Working with people/193 Sometimes you have to go to the top.mp4 94.36 MB
25 Working with people/194 Building a data culture.mp4 185.16 MB
26 Presenting for Data Scientists/195 Intro (what you will learn in this section).mp4 27.47 MB
26 Presenting for Data Scientists/196 Case study.mp4 22.19 MB
26 Presenting for Data Scientists/197 Analysing the intro.mp4 110.39 MB
26 Presenting for Data Scientists/198 Intro dissection - recap.mp4 165.2 MB
26 Presenting for Data Scientists/199 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4 230.48 MB
26 Presenting for Data Scientists/200 My brainstorming method.mp4 111.08 MB
26 Presenting for Data Scientists/201 How to present to executives.mp4 197.48 MB
26 Presenting for Data Scientists/202 The truth is not always pretty.mp4 99.78 MB
26 Presenting for Data Scientists/203 Passion and the Wow-factor.mp4 72.04 MB
26 Presenting for Data Scientists/204 Bonus my full presentation LIVE E5.mp4 88.48 MB
27 Homework Solutions/206 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp4 76.6 MB
27 Homework Solutions/207 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4 55.96 MB
27 Homework Solutions/208 ETL Error Handling (Phases 1 and 2).mp4 238.98 MB
27 Homework Solutions/209 ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4 287.86 MB
27 Homework Solutions/210 ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4 102.91 MB
27 Homework Solutions/211 ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4 231.4 MB
27 Homework Solutions/212 THANK YOU bonus video.mp4 52.25 MB
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