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文档列表

01 Get Excited/001 Welcome to Data Science A-ZTM.mp4 36.5 MB
02 What is Data Science/002 Intro what you will learn in this section.mp4 8.1 MB
02 What is Data Science/003 Profession of the future.mp4 28.2 MB
02 What is Data Science/004 Areas of Data Science.mp4 20.1 MB
02 What is Data Science/005 IMPORTANT Course Pathways.mp4 19.5 MB
02 What is Data Science/006 BONUS Success Story.html 1.9 kB
03 --Part 1 Visualisation--/007 Welcome to Part 1.mp4 31.9 MB
04 Introduction to Tableau/008 Intro what you will learn in this section.mp4 14.0 MB
04 Introduction to Tableau/009 Installing Tableau Desktop and Tableau Public FREE.mp4 44.0 MB
04 Introduction to Tableau/010 Challenge description view data in file.mp4 22.2 MB
04 Introduction to Tableau/011 Connecting Tableau to a Data file - CSV file.mp4 26.1 MB
04 Introduction to Tableau/012 Navigating Tableau - Measures and Dimensions.mp4 26.4 MB
04 Introduction to Tableau/013 Creating a calculated field.mp4 24.4 MB
04 Introduction to Tableau/014 Adding colours.mp4 27.2 MB
04 Introduction to Tableau/015 Adding labels and formatting.mp4 43.7 MB
04 Introduction to Tableau/016 Exporting your worksheet.mp4 39.2 MB
04 Introduction to Tableau/017 Section Recap.mp4 5.9 MB
04 Introduction to Tableau/quizzes/001 Tableau Basics.html 4.7 kB
05 How to use Tableau for Data Mining/018 Intro what you will learn in this section.mp4 13.9 MB
05 How to use Tableau for Data Mining/019 Get the Dataset Project Overview.mp4 25.2 MB
05 How to use Tableau for Data Mining/020 Connecting Tableau to an Excel File.mp4 20.7 MB
05 How to use Tableau for Data Mining/021 How to visualise an ad-hoc A-B test in Tableau.mp4 20.8 MB
05 How to use Tableau for Data Mining/022 Working with Aliases.mp4 17.2 MB
05 How to use Tableau for Data Mining/023 Adding a Reference Line.mp4 23.0 MB
05 How to use Tableau for Data Mining/024 Looking for anomalies.mp4 36.1 MB
05 How to use Tableau for Data Mining/025 Handy trick to validate your approach data.mp4 39.1 MB
05 How to use Tableau for Data Mining/026 Section Recap.mp4 17.0 MB
06 Advanced Data Mining With Tableau/027 Intro what you will learn in this section.mp4 15.9 MB
06 Advanced Data Mining With Tableau/028 Creating bins Visualizing distributions.mp4 46.3 MB
06 Advanced Data Mining With Tableau/029 Creating a classification test for a numeric variable.mp4 21.8 MB
06 Advanced Data Mining With Tableau/030 Combining two charts and working with them in Tableau.mp4 28.2 MB
06 Advanced Data Mining With Tableau/031 Validating Tableau Data Mining with a Chi-Squared test.mp4 52.9 MB
06 Advanced Data Mining With Tableau/032 Chi-Squared test when there is more than 2 categories.mp4 22.4 MB
06 Advanced Data Mining With Tableau/033 Visualising Balance and Estimated Salary distribution.mp4 74.5 MB
06 Advanced Data Mining With Tableau/034 Bonus Chi-Squared Test Stats Tutorial.mp4 78.7 MB
06 Advanced Data Mining With Tableau/035 Bonus Chi-Squared Test Part 2 Stats Tutorial.mp4 41.6 MB
06 Advanced Data Mining With Tableau/036 Section Recap.mp4 20.6 MB
06 Advanced Data Mining With Tableau/037 Part Completed.mp4 2.3 MB
07 --Part 2 Modelling--/038 Welcome to Part 2.mp4 52.8 MB
08 Stats Refresher/039 Intro what you will learn in this section.mp4 7.6 MB
08 Stats Refresher/040 Types of variables Categorical vs Numeric.mp4 13.7 MB
08 Stats Refresher/041 Types of regressions.mp4 10.8 MB
08 Stats Refresher/042 Ordinary Least Squares.mp4 5.4 MB
08 Stats Refresher/043 R-squared.mp4 8.3 MB
08 Stats Refresher/044 Adjusted R-squared.mp4 17.2 MB
09 Simple Linear Regression/045 Intro what you will learn in this section.mp4 13.3 MB
09 Simple Linear Regression/046 Introduction to Gretl.mp4 24.0 MB
09 Simple Linear Regression/047 Get the dataset.mp4 19.5 MB
09 Simple Linear Regression/048 Import data and run descriptive statistics.mp4 15.1 MB
09 Simple Linear Regression/049 Reading Linear Regression Output.mp4 31.1 MB
09 Simple Linear Regression/050 Plotting and analysing the graph.mp4 32.5 MB
10 Multiple Linear Regression/051 Intro what you will learn in this section.mp4 28.1 MB
10 Multiple Linear Regression/052 Caveat assumptions of a linear regression.mp4 4.5 MB
10 Multiple Linear Regression/053 Get the dataset.mp4 37.7 MB
10 Multiple Linear Regression/054 Dummy Variables.mp4 43.6 MB
10 Multiple Linear Regression/055 Dummy Variable Trap.mp4 13.1 MB
10 Multiple Linear Regression/056 Ways to build a model BACKWARD FORWARD STEPWISE.mp4 26.9 MB
10 Multiple Linear Regression/057 Backward Elimination - Practice time.mp4 99.9 MB
10 Multiple Linear Regression/058 Using Adjusted R-squared to create Robust models.mp4 100.3 MB
10 Multiple Linear Regression/059 Interpreting coefficients of MLR.mp4 93.2 MB
10 Multiple Linear Regression/060 Section Recap.mp4 17.3 MB
11 Logistic Regression/061 Intro what you will learn in this section.mp4 39.0 MB
11 Logistic Regression/062 Get the dataset.mp4 9.4 MB
11 Logistic Regression/063 Binary outcome YesNo-Type Business Problems.mp4 38.0 MB
11 Logistic Regression/064 Logistic regression intuition.mp4 45.1 MB
11 Logistic Regression/065 Your first logistic regression.mp4 43.7 MB
11 Logistic Regression/066 False Positives and False Negatives.mp4 24.0 MB
11 Logistic Regression/067 Confusion Matrix.mp4 11.5 MB
11 Logistic Regression/068 Interpreting coefficients of a logistic regression.mp4 53.2 MB
12 Building a robust geodemographic segmentation model/069 Intro what you will learn in this section.mp4 16.0 MB
12 Building a robust geodemographic segmentation model/070 Get the dataset.mp4 28.4 MB
12 Building a robust geodemographic segmentation model/071 What is geo-demographic segmenation.mp4 16.6 MB
12 Building a robust geodemographic segmentation model/072 Lets build the model - first iteration.mp4 36.1 MB
12 Building a robust geodemographic segmentation model/073 Lets build the model - backward elimination STEP-BY-STEP.mp4 102.1 MB
12 Building a robust geodemographic segmentation model/074 Transforming independent variables.mp4 54.9 MB
12 Building a robust geodemographic segmentation model/075 Creating derived variables.mp4 43.9 MB
12 Building a robust geodemographic segmentation model/076 Checking for multicollinearity using VIF.mp4 91.0 MB
12 Building a robust geodemographic segmentation model/077 Correlation Matrix and Multicollinearity Intuition.mp4 51.2 MB
12 Building a robust geodemographic segmentation model/078 Model is Ready and Section Recap.mp4 36.7 MB
13 Assessing your model/079 Intro what you will learn in this section.mp4 9.3 MB
13 Assessing your model/080 Accuracy paradox.mp4 6.3 MB
13 Assessing your model/081 Cumulative Accuracy Profile CAP.mp4 28.8 MB
13 Assessing your model/082 How to build a CAP curve in Excel.mp4 133.1 MB
13 Assessing your model/083 Assessing your model using the CAP curve.mp4 29.9 MB
13 Assessing your model/084 Get my CAP curve template.mp4 47.0 MB
13 Assessing your model/085 How to use test data to prevent overfitting your model.mp4 14.4 MB
13 Assessing your model/086 Applying the model to test data.mp4 92.9 MB
13 Assessing your model/087 Comparing training performance and test performance.mp4 91.5 MB
13 Assessing your model/088 Section Recap.mp4 13.2 MB
14 Drawing insights from your model/089 Intro what you will learn in this section.mp4 8.8 MB
14 Drawing insights from your model/090 Power insights from your CAP.mp4 89.7 MB
14 Drawing insights from your model/091 Coefficients of a Logistic Regression - Plan of Attack advanced topic.mp4 14.3 MB
14 Drawing insights from your model/092 Odds ratio advanced topic.mp4 41.8 MB
14 Drawing insights from your model/093 Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4 20.5 MB
14 Drawing insights from your model/094 Deriving insights from your coefficients advanced topic.mp4 96.8 MB
14 Drawing insights from your model/095 Section Recap.mp4 10.3 MB
15 Model maintenance/096 Intro what you will learn in this section.mp4 9.9 MB
15 Model maintenance/097 What does model deterioration look like.mp4 23.7 MB
15 Model maintenance/098 Why do models deteriorate.mp4 84.6 MB
15 Model maintenance/099 Three levels of maintenance for deployed models.mp4 19.5 MB
15 Model maintenance/100 Section Recap.mp4 4.6 MB
16 --Part 3 Data Preparation--/101 Welcome to Part 3.mp4 34.3 MB
17 Business Intelligence BI Tools/102 Intro what you will learn in this section.mp4 6.0 MB
17 Business Intelligence BI Tools/103 Working with Data.mp4 3.0 MB
17 Business Intelligence BI Tools/104 What is a Data Warehouse What is a Database.mp4 14.3 MB
17 Business Intelligence BI Tools/105 Setting up Microsoft SQL Server 2014 for practice.mp4 21.1 MB
17 Business Intelligence BI Tools/106 Important Practice Database.mp4 23.9 MB
17 Business Intelligence BI Tools/107 ETL for Data Science - what is Extract Transform Load ETL.mp4 4.3 MB
17 Business Intelligence BI Tools/108 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp4 10.8 MB
17 Business Intelligence BI Tools/109 Installing SSDT with MSVS Shell.mp4 26.7 MB
18 ETL Phase 1 Data Wrangling before the Load/110 Intro what you will learn in this section.mp4 15.2 MB
18 ETL Phase 1 Data Wrangling before the Load/111 Preparing your folder structure for your Data Science project.mp4 7.1 MB
18 ETL Phase 1 Data Wrangling before the Load/112 Download the dataset for this section.mp4 5.6 MB
18 ETL Phase 1 Data Wrangling before the Load/113 Two things you HAVE to do before the load.mp4 37.7 MB
18 ETL Phase 1 Data Wrangling before the Load/114 Notepad.mp4 6.3 MB
18 ETL Phase 1 Data Wrangling before the Load/115 Editpad Lite.mp4 11.8 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/116 Intro what you will learn in this section.mp4 15.4 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/117 Starting and navigating an SSIS Project.mp4 9.3 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/118 Creating a flat file source task and OLE DB destination.mp4 8.9 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/119 Setting up your flat file source connection.mp4 30.9 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/120 Setting up your database connection and creating a RAW table.mp4 43.4 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/121 Run the Upload Disable.mp4 18.7 MB
19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/122 Due Dilligence Upload Quality Assurance.mp4 19.0 MB
20 Handling errors during ETL Phases 1 2/123 Intro what you will learn in this section.mp4 18.8 MB
20 Handling errors during ETL Phases 1 2/124 Download the dataset for this section.mp4 3.8 MB
20 Handling errors during ETL Phases 1 2/125 How excel can mess up your data.mp4 116.3 MB
20 Handling errors during ETL Phases 1 2/126 Bulletproof Blueprint for Data Wrangling before the Load.mp4 132.6 MB
20 Handling errors during ETL Phases 1 2/127 SSIS Error Text qualifier not specified.mp4 48.4 MB
20 Handling errors during ETL Phases 1 2/128 What do you do when your source file is corrupt Part 1.mp4 269.6 MB
20 Handling errors during ETL Phases 1 2/129 What do you do when your source file is corrupt Part 2.mp4 63.1 MB
20 Handling errors during ETL Phases 1 2/130 SSIS Error Data truncation.mp4 255.4 MB
20 Handling errors during ETL Phases 1 2/131 Handy trick for finding anomalies in SQL.mp4 37.5 MB
20 Handling errors during ETL Phases 1 2/132 Automating Error Handling in SSIS Conditional Split.mp4 50.3 MB
20 Handling errors during ETL Phases 1 2/133 Automating Error Handling in SSIS Conditional Split Level 2.mp4 76.3 MB
20 Handling errors during ETL Phases 1 2/134 How to analyze the error files.mp4 250.6 MB
20 Handling errors during ETL Phases 1 2/135 Due Dilligence the one thing you HAVE to do every time.mp4 46.7 MB
20 Handling errors during ETL Phases 1 2/136 Types of Errors in SSIS.mp4 9.2 MB
20 Handling errors during ETL Phases 1 2/137 Summary.mp4 50.7 MB
20 Handling errors during ETL Phases 1 2/138 Homework.mp4 100.3 MB
21 SQL Programming for Data Science/139 Intro what you will learn in this section.mp4 11.8 MB
21 SQL Programming for Data Science/140 Download the dataset for this section.mp4 3.2 MB
21 SQL Programming for Data Science/141 Getting To Know MS SQL Management Studio.mp4 8.5 MB
21 SQL Programming for Data Science/142 Shortcut to upload the data.mp4 14.5 MB
21 SQL Programming for Data Science/143 SELECT Statement.mp4 51.3 MB
21 SQL Programming for Data Science/144 Using the WHERE clause to filter data.mp4 62.2 MB
21 SQL Programming for Data Science/145 How to use Wildcards Regular Expressions in SQL and _.mp4 43.7 MB
21 SQL Programming for Data Science/146 Comments in SQL.mp4 20.2 MB
21 SQL Programming for Data Science/147 Order By.mp4 56.3 MB
21 SQL Programming for Data Science/148 Data Types in SQL.mp4 16.9 MB
21 SQL Programming for Data Science/149 Implicit Data Conversion in SQL.mp4 25.6 MB
21 SQL Programming for Data Science/150 Using Cast vs Convert.mp4 33.7 MB
21 SQL Programming for Data Science/151 Working with NULLs.mp4 39.1 MB
21 SQL Programming for Data Science/152 Understanding how LEFT RIGHT INNER and OUTER joins work.mp4 19.2 MB
21 SQL Programming for Data Science/153 Joins with duplicate values.mp4 8.3 MB
21 SQL Programming for Data Science/154 Joining on multiple fields.mp4 18.7 MB
21 SQL Programming for Data Science/155 Practicing Joins.mp4 60.2 MB
22 ETL Phase 3 Data Wrangling after the load/156 Intro what you will learn in this section.mp4 20.3 MB
22 ETL Phase 3 Data Wrangling after the load/157 RAW WRK DRV tables.mp4 13.7 MB
22 ETL Phase 3 Data Wrangling after the load/158 Download the dataset for this section.mp4 5.5 MB
22 ETL Phase 3 Data Wrangling after the load/159 Create your first Stored Proc in SQL.mp4 28.5 MB
22 ETL Phase 3 Data Wrangling after the load/160 Executing Stored Procedures.mp4 20.2 MB
22 ETL Phase 3 Data Wrangling after the load/161 Modifying Stored Procedures.mp4 66.9 MB
22 ETL Phase 3 Data Wrangling after the load/162 Create table.mp4 64.4 MB
22 ETL Phase 3 Data Wrangling after the load/163 Insert INTO.mp4 23.6 MB
22 ETL Phase 3 Data Wrangling after the load/164 Check if table exists drop table Truncate.mp4 51.0 MB
22 ETL Phase 3 Data Wrangling after the load/165 Intermediate Recap - Procs.mp4 10.1 MB
22 ETL Phase 3 Data Wrangling after the load/166 Create the proc for the second file.mp4 130.0 MB
22 ETL Phase 3 Data Wrangling after the load/167 Adding leading zeros.mp4 84.6 MB
22 ETL Phase 3 Data Wrangling after the load/168 Converting data on the fly.mp4 81.9 MB
22 ETL Phase 3 Data Wrangling after the load/169 How to create a proc template.mp4 40.9 MB
22 ETL Phase 3 Data Wrangling after the load/170 Archiving Procs.mp4 42.4 MB
22 ETL Phase 3 Data Wrangling after the load/171 What you can do with these tables going forward drv files etc..mp4 115.7 MB
23 Handling errors during ETL Phase 3/172 Intro what you will learn in this section.mp4 19.7 MB
23 Handling errors during ETL Phase 3/173 Download the dataset for this section.mp4 2.7 MB
23 Handling errors during ETL Phase 3/174 Upload the data to RAW table.mp4 151.6 MB
23 Handling errors during ETL Phase 3/175 Create Stored Proc.mp4 61.0 MB
23 Handling errors during ETL Phase 3/176 How to deal with errors using the isnumeric function.mp4 64.8 MB
23 Handling errors during ETL Phase 3/177 How to deal errors using the len function.mp4 65.8 MB
23 Handling errors during ETL Phase 3/178 How to deal with errors using the isdate function.mp4 72.2 MB
23 Handling errors during ETL Phase 3/179 Additional Quality Assurance check Balance.mp4 28.9 MB
23 Handling errors during ETL Phase 3/180 Additional Quality Assurance check ZipCode.mp4 47.0 MB
23 Handling errors during ETL Phase 3/181 Additional Quality Assurance check Birthday.mp4 26.0 MB
23 Handling errors during ETL Phase 3/182 Part Completed.mp4 52.5 MB
23 Handling errors during ETL Phase 3/183 ETL Error Handling Vehicle Service Project.mp4 36.0 MB
24 --Part 4 Communication--/184 Welcome to Part 4.mp4 16.1 MB
25 Working with people/185 Intro what you will learn in this section.mp4 12.3 MB
25 Working with people/186 Cross-departmental Work.mp4 74.9 MB
25 Working with people/187 Come to me with a Business Problem.mp4 40.3 MB
25 Working with people/188 Setting expectations and pre-project communication.mp4 57.6 MB
25 Working with people/189 Go and sit with them.mp4 89.4 MB
25 Working with people/190 The art of saying No.mp4 91.6 MB
25 Working with people/191 Sometimes you have to go to the top.mp4 43.0 MB
25 Working with people/192 Building a data culture.mp4 86.3 MB
26 Presenting for Data Scientists/193 Intro what you will learn in this section.mp4 28.8 MB
26 Presenting for Data Scientists/194 Case study.mp4 23.3 MB
26 Presenting for Data Scientists/195 Analysing the intro.mp4 57.2 MB
26 Presenting for Data Scientists/196 Intro dissection - recap.mp4 173.2 MB
26 Presenting for Data Scientists/197 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4 109.3 MB
26 Presenting for Data Scientists/198 My brainstorming method.mp4 57.6 MB
26 Presenting for Data Scientists/199 How to present to executives.mp4 93.8 MB
26 Presenting for Data Scientists/200 The truth is not always pretty.mp4 49.1 MB
26 Presenting for Data Scientists/201 Passion and the Wow-factor.mp4 36.0 MB
26 Presenting for Data Scientists/202 Bonus my full presentation LIVE 2015.mp4 92.8 MB
26 Presenting for Data Scientists/203 Bonus links to other examples of good storytelling.html 929 Bytes
27 Homework Solutions/204 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp4 19.6 MB
27 Homework Solutions/205 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4 14.4 MB
27 Homework Solutions/206 ETL Error Handling Phases 1 and 2.mp4 250.6 MB
27 Homework Solutions/207 ETL Error Handling Vehicle Service Project Part 1 of 3.mp4 192.4 MB
27 Homework Solutions/208 ETL Error Handling Vehicle Service Project Part 2 of 3.mp4 107.9 MB
27 Homework Solutions/209 ETL Error Handling Vehicle Service Project Part 3 of 3.mp4 145.6 MB
28 Bonus Lectures/210 YOUR SPECIAL BONUS.html 4.4 kB
[FreeCourseSite.com].txt 1.1 kB
[FreeCourseSite.com].url 127 Bytes

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