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种子名称： [FreeTutorials.Us] datascience
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文件大小： 8.54 GB
收录时间： 2018-6-9 22:33
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[FreeTutorials.Us] datascience.torrent

01 Get Excited/001 Welcome to Data Science A-ZTM.mp434.78MB

02 What is Data Science/002 Intro what you will learn in this section.mp47.7MB

02 What is Data Science/003 Profession of the future.mp426.89MB

02 What is Data Science/004 Areas of Data Science.mp419.16MB

02 What is Data Science/005 IMPORTANT Course Pathways.mp418.64MB

03 --------------------------- Part 1 Visualisation ---------------------------/007 Welcome to Part 1.mp430.38MB

04 Introduction to Tableau/008 Intro what you will learn in this section.mp413.34MB

04 Introduction to Tableau/009 Installing Tableau Desktop and Tableau Public FREE.mp441.92MB

04 Introduction to Tableau/010 Challenge description view data in file.mp421.16MB

04 Introduction to Tableau/011 Connecting Tableau to a Data file - CSV file.mp424.9MB

04 Introduction to Tableau/012 Navigating Tableau - Measures and Dimensions.mp425.14MB

04 Introduction to Tableau/013 Creating a calculated field.mp423.3MB

04 Introduction to Tableau/014 Adding colours.mp425.94MB

04 Introduction to Tableau/015 Adding labels and formatting.mp441.71MB

04 Introduction to Tableau/016 Exporting your worksheet.mp437.37MB

04 Introduction to Tableau/017 Section Recap.mp45.62MB

05 How to use Tableau for Data Mining/018 Intro what you will learn in this section.mp413.28MB

05 How to use Tableau for Data Mining/019 Get the Dataset Project Overview.mp424.06MB

05 How to use Tableau for Data Mining/020 Connecting Tableau to an Excel File.mp419.75MB

05 How to use Tableau for Data Mining/021 How to visualise an ad-hoc A-B test in Tableau.mp419.84MB

05 How to use Tableau for Data Mining/022 Working with Aliases.mp416.39MB

05 How to use Tableau for Data Mining/023 Adding a Reference Line.mp421.91MB

05 How to use Tableau for Data Mining/024 Looking for anomalies.mp434.41MB

05 How to use Tableau for Data Mining/025 Handy trick to validate your approach data.mp437.28MB

05 How to use Tableau for Data Mining/026 Section Recap.mp416.2MB

06 Advanced Data Mining With Tableau/027 Intro what you will learn in this section.mp415.2MB

06 Advanced Data Mining With Tableau/028 Creating bins Visualizing distributions.mp444.17MB

06 Advanced Data Mining With Tableau/029 Creating a classification test for a numeric variable.mp420.8MB

06 Advanced Data Mining With Tableau/030 Combining two charts and working with them in Tableau.mp426.91MB

06 Advanced Data Mining With Tableau/031 Validating Tableau Data Mining with a Chi-Squared test.mp450.48MB

06 Advanced Data Mining With Tableau/032 Chi-Squared test when there is more than 2 categories.mp421.34MB

06 Advanced Data Mining With Tableau/033 Visualising Balance and Estimated Salary distribution.mp471.09MB

06 Advanced Data Mining With Tableau/034 Bonus Chi-Squared Test Stats Tutorial.mp475.04MB

06 Advanced Data Mining With Tableau/035 Bonus Chi-Squared Test Part 2 Stats Tutorial.mp439.63MB

06 Advanced Data Mining With Tableau/036 Section Recap.mp419.66MB

06 Advanced Data Mining With Tableau/037 Part Completed.mp42.18MB

07 --------------------------- Part 2 Modelling ---------------------------/038 Welcome to Part 2.mp450.36MB

08 Stats Refresher/039 Intro what you will learn in this section.mp47.22MB

08 Stats Refresher/040 Types of variables Categorical vs Numeric.mp413.04MB

08 Stats Refresher/041 Types of regressions.mp410.33MB

08 Stats Refresher/042 Ordinary Least Squares.mp45.13MB

08 Stats Refresher/043 R-squared.mp47.87MB

08 Stats Refresher/044 Adjusted R-squared.mp416.39MB

09 Simple Linear Regression/045 Intro what you will learn in this section.mp412.68MB

09 Simple Linear Regression/046 Introduction to Gretl.mp422.87MB

09 Simple Linear Regression/047 Get the dataset.mp418.56MB

09 Simple Linear Regression/048 Import data and run descriptive statistics.mp414.41MB

09 Simple Linear Regression/049 Reading Linear Regression Output.mp429.67MB

09 Simple Linear Regression/050 Plotting and analysing the graph.mp431.02MB

10 Multiple Linear Regression/051 Intro what you will learn in this section.mp426.84MB

10 Multiple Linear Regression/052 Caveat assumptions of a linear regression.mp44.32MB

10 Multiple Linear Regression/053 Get the dataset.mp435.95MB

10 Multiple Linear Regression/054 Dummy Variables.mp441.53MB

10 Multiple Linear Regression/055 Dummy Variable Trap.mp412.51MB

10 Multiple Linear Regression/056 Ways to build a model BACKWARD FORWARD STEPWISE.mp425.67MB

10 Multiple Linear Regression/057 Backward Elimination - Practice time.mp495.23MB

10 Multiple Linear Regression/058 Using Adjusted R-squared to create Robust models.mp495.66MB

10 Multiple Linear Regression/059 Interpreting coefficients of MLR.mp488.9MB

10 Multiple Linear Regression/060 Section Recap.mp416.51MB

11 Logistic Regression/061 Intro what you will learn in this section.mp437.19MB

11 Logistic Regression/062 Get the dataset.mp48.99MB

11 Logistic Regression/063 Binary outcome YesNo-Type Business Problems.mp436.2MB

11 Logistic Regression/064 Logistic regression intuition.mp442.99MB

11 Logistic Regression/065 Your first logistic regression.mp441.71MB

11 Logistic Regression/066 False Positives and False Negatives.mp422.87MB

11 Logistic Regression/067 Confusion Matrix.mp411.01MB

11 Logistic Regression/068 Interpreting coefficients of a logistic regression.mp450.74MB

12 Building a robust geodemographic segmentation model/069 Intro what you will learn in this section.mp415.3MB

12 Building a robust geodemographic segmentation model/070 Get the dataset.mp427.11MB

12 Building a robust geodemographic segmentation model/071 What is geo-demographic segmenation.mp415.82MB

12 Building a robust geodemographic segmentation model/072 Lets build the model - first iteration.mp434.4MB

12 Building a robust geodemographic segmentation model/073 Lets build the model - backward elimination STEP-BY-STEP.mp497.41MB

12 Building a robust geodemographic segmentation model/074 Transforming independent variables.mp452.37MB

12 Building a robust geodemographic segmentation model/075 Creating derived variables.mp441.84MB

12 Building a robust geodemographic segmentation model/076 Checking for multicollinearity using VIF.mp486.79MB

12 Building a robust geodemographic segmentation model/077 Correlation Matrix and Multicollinearity Intuition.mp448.82MB

12 Building a robust geodemographic segmentation model/078 Model is Ready and Section Recap.mp435.01MB

13 Assessing your model/079 Intro what you will learn in this section.mp48.89MB

13 Assessing your model/080 Accuracy paradox.mp45.99MB

13 Assessing your model/081 Cumulative Accuracy Profile CAP.mp427.43MB

13 Assessing your model/082 How to build a CAP curve in Excel.mp4126.96MB

13 Assessing your model/083 Assessing your model using the CAP curve.mp428.47MB

13 Assessing your model/084 Get my CAP curve template.mp444.86MB

13 Assessing your model/085 How to use test data to prevent overfitting your model.mp413.76MB

13 Assessing your model/086 Applying the model to test data.mp488.64MB

13 Assessing your model/087 Comparing training performance and test performance.mp487.31MB

13 Assessing your model/088 Section Recap.mp412.61MB

14 Drawing insights from your model/089 Intro what you will learn in this section.mp48.35MB

14 Drawing insights from your model/090 Power insights from your CAP.mp485.59MB

14 Drawing insights from your model/091 Coefficients of a Logistic Regression - Plan of Attack advanced topic.mp413.66MB

14 Drawing insights from your model/092 Odds ratio advanced topic.mp439.85MB

14 Drawing insights from your model/093 Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp419.55MB

14 Drawing insights from your model/094 Deriving insights from your coefficients advanced topic.mp492.35MB

14 Drawing insights from your model/095 Section Recap.mp49.79MB

15 Model maintenance/096 Intro what you will learn in this section.mp49.45MB

15 Model maintenance/097 What does model deterioration look like.mp422.6MB

15 Model maintenance/098 Why do models deteriorate.mp480.69MB

15 Model maintenance/099 Three levels of maintenance for deployed models.mp418.61MB

15 Model maintenance/100 Section Recap.mp44.4MB

16 --------------------------- Part 3 Data Preparation ---------------------------/101 Welcome to Part 3.mp432.7MB

17 Business Intelligence BI Tools/102 Intro what you will learn in this section.mp45.69MB

17 Business Intelligence BI Tools/103 Working with Data.mp42.88MB

17 Business Intelligence BI Tools/104 What is a Data Warehouse What is a Database.mp413.66MB

17 Business Intelligence BI Tools/105 Setting up Microsoft SQL Server 2014 for practice.mp420.12MB

17 Business Intelligence BI Tools/106 Important Practice Database.mp422.79MB

17 Business Intelligence BI Tools/107 ETL for Data Science - what is Extract Transform Load ETL.mp44.12MB

17 Business Intelligence BI Tools/108 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp410.31MB

17 Business Intelligence BI Tools/109 Installing SSDT with MSVS Shell.mp425.42MB

18 ETL Phase 1 Data Wrangling before the Load/110 Intro what you will learn in this section.mp414.54MB

18 ETL Phase 1 Data Wrangling before the Load/111 Preparing your folder structure for your Data Science project.mp46.75MB

18 ETL Phase 1 Data Wrangling before the Load/112 Download the dataset for this section.mp45.38MB

18 ETL Phase 1 Data Wrangling before the Load/113 Two things you HAVE to do before the load.mp435.99MB

18 ETL Phase 1 Data Wrangling before the Load/114 Notepad.mp46.04MB

18 ETL Phase 1 Data Wrangling before the Load/115 Editpad Lite.mp411.28MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/116 Intro what you will learn in this section.mp414.66MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/117 Starting and navigating an SSIS Project.mp48.87MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/118 Creating a flat file source task and OLE DB destination.mp48.49MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/119 Setting up your flat file source connection.mp429.49MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/120 Setting up your database connection and creating a RAW table.mp441.37MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/121 Run the Upload Disable.mp417.82MB

19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/122 Due Dilligence Upload Quality Assurance.mp418.12MB

20 Handling errors during ETL Phases 1 2/123 Intro what you will learn in this section.mp417.96MB

20 Handling errors during ETL Phases 1 2/124 Download the dataset for this section.mp43.64MB

20 Handling errors during ETL Phases 1 2/125 How excel can mess up your data.mp4110.92MB

20 Handling errors during ETL Phases 1 2/126 Bulletproof Blueprint for Data Wrangling before the Load.mp4126.45MB

20 Handling errors during ETL Phases 1 2/127 SSIS Error Text qualifier not specified.mp446.19MB

20 Handling errors during ETL Phases 1 2/128 What do you do when your source file is corrupt Part 1.mp4257.15MB

20 Handling errors during ETL Phases 1 2/129 What do you do when your source file is corrupt Part 2.mp460.15MB

20 Handling errors during ETL Phases 1 2/130 SSIS Error Data truncation.mp4243.6MB

20 Handling errors during ETL Phases 1 2/131 Handy trick for finding anomalies in SQL.mp435.75MB

20 Handling errors during ETL Phases 1 2/132 Automating Error Handling in SSIS Conditional Split.mp448MB

20 Handling errors during ETL Phases 1 2/133 Automating Error Handling in SSIS Conditional Split Level 2.mp472.72MB

20 Handling errors during ETL Phases 1 2/134 How to analyze the error files.mp4238.99MB

20 Handling errors during ETL Phases 1 2/135 Due Dilligence the one thing you HAVE to do every time.mp444.54MB

20 Handling errors during ETL Phases 1 2/136 Types of Errors in SSIS.mp48.78MB

20 Handling errors during ETL Phases 1 2/137 Summary.mp448.39MB

20 Handling errors during ETL Phases 1 2/138 Homework.mp495.67MB

21 SQL Programming for Data Science/139 Intro what you will learn in this section.mp411.24MB

21 SQL Programming for Data Science/140 Download the dataset for this section.mp43.01MB

21 SQL Programming for Data Science/141 Getting To Know MS SQL Management Studio.mp48.09MB

21 SQL Programming for Data Science/142 Shortcut to upload the data.mp413.82MB

21 SQL Programming for Data Science/143 SELECT Statement.mp448.9MB

21 SQL Programming for Data Science/144 Using the WHERE clause to filter data.mp459.3MB

21 SQL Programming for Data Science/145 How to use Wildcards Regular Expressions in SQL and _.mp441.68MB

21 SQL Programming for Data Science/146 Comments in SQL.mp419.24MB

21 SQL Programming for Data Science/147 Order By.mp453.73MB

21 SQL Programming for Data Science/148 Data Types in SQL.mp416.09MB

21 SQL Programming for Data Science/149 Implicit Data Conversion in SQL.mp424.45MB

21 SQL Programming for Data Science/150 Using Cast vs Convert.mp432.18MB

21 SQL Programming for Data Science/151 Working with NULLs.mp437.28MB

21 SQL Programming for Data Science/152 Understanding how LEFT RIGHT INNER and OUTER joins work.mp418.36MB

21 SQL Programming for Data Science/153 Joins with duplicate values.mp47.92MB

21 SQL Programming for Data Science/154 Joining on multiple fields.mp417.84MB

21 SQL Programming for Data Science/155 Practicing Joins.mp457.45MB

22 ETL Phase 3 Data Wrangling after the load/156 Intro what you will learn in this section.mp419.4MB

22 ETL Phase 3 Data Wrangling after the load/157 RAW WRK DRV tables.mp413.09MB

22 ETL Phase 3 Data Wrangling after the load/158 Download the dataset for this section.mp45.29MB

22 ETL Phase 3 Data Wrangling after the load/159 Create your first Stored Proc in SQL.mp427.17MB

22 ETL Phase 3 Data Wrangling after the load/160 Executing Stored Procedures.mp419.24MB

22 ETL Phase 3 Data Wrangling after the load/161 Modifying Stored Procedures.mp463.76MB

22 ETL Phase 3 Data Wrangling after the load/162 Create table.mp461.44MB

22 ETL Phase 3 Data Wrangling after the load/163 Insert INTO.mp422.51MB

22 ETL Phase 3 Data Wrangling after the load/164 Check if table exists drop table Truncate.mp448.67MB

22 ETL Phase 3 Data Wrangling after the load/165 Intermediate Recap - Procs.mp49.65MB

22 ETL Phase 3 Data Wrangling after the load/166 Create the proc for the second file.mp4123.94MB

22 ETL Phase 3 Data Wrangling after the load/167 Adding leading zeros.mp480.71MB

22 ETL Phase 3 Data Wrangling after the load/168 Converting data on the fly.mp478.06MB

22 ETL Phase 3 Data Wrangling after the load/169 How to create a proc template.mp439.04MB

22 ETL Phase 3 Data Wrangling after the load/170 Archiving Procs.mp440.4MB

22 ETL Phase 3 Data Wrangling after the load/171 What you can do with these tables going forward drv files etc..mp4110.3MB

23 Handling errors during ETL Phase 3/172 Intro what you will learn in this section.mp418.78MB

23 Handling errors during ETL Phase 3/173 Download the dataset for this section.mp42.54MB

23 Handling errors during ETL Phase 3/174 Upload the data to RAW table.mp4144.55MB

23 Handling errors during ETL Phase 3/175 Create Stored Proc.mp458.2MB

23 Handling errors during ETL Phase 3/176 How to deal with errors using the isnumeric function.mp461.8MB

23 Handling errors during ETL Phase 3/177 How to deal errors using the len function.mp462.78MB

23 Handling errors during ETL Phase 3/178 How to deal with errors using the isdate function.mp468.88MB

23 Handling errors during ETL Phase 3/179 Additional Quality Assurance check Balance.mp427.52MB

23 Handling errors during ETL Phase 3/180 Additional Quality Assurance check ZipCode.mp444.81MB

23 Handling errors during ETL Phase 3/181 Additional Quality Assurance check Birthday.mp424.79MB

23 Handling errors during ETL Phase 3/182 Part Completed.mp450.11MB

23 Handling errors during ETL Phase 3/183 ETL Error Handling Vehicle Service Project.mp434.35MB

24 --------------------------- Part 4 Communication ---------------------------/184 Welcome to Part 4.mp415.38MB

25 Working with people/185 Intro what you will learn in this section.mp411.71MB

25 Working with people/186 Cross-departmental Work.mp471.4MB

25 Working with people/187 Come to me with a Business Problem.mp438.4MB

25 Working with people/188 Setting expectations and pre-project communication.mp454.94MB

25 Working with people/189 Go and sit with them.mp485.23MB

25 Working with people/190 The art of saying No.mp487.38MB

25 Working with people/191 Sometimes you have to go to the top.mp441.03MB

25 Working with people/192 Building a data culture.mp482.32MB

26 Presenting for Data Scientists/193 Intro what you will learn in this section.mp427.47MB

26 Presenting for Data Scientists/194 Case study.mp422.19MB

26 Presenting for Data Scientists/195 Analysing the intro.mp454.54MB

26 Presenting for Data Scientists/196 Intro dissection - recap.mp4165.2MB

26 Presenting for Data Scientists/197 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4104.28MB

26 Presenting for Data Scientists/198 My brainstorming method.mp454.9MB

26 Presenting for Data Scientists/199 How to present to executives.mp489.44MB

26 Presenting for Data Scientists/200 The truth is not always pretty.mp446.83MB

26 Presenting for Data Scientists/201 Passion and the Wow-factor.mp434.31MB

26 Presenting for Data Scientists/202 Bonus my full presentation LIVE 2015.mp488.48MB

27 Homework Solutions/204 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp418.66MB

27 Homework Solutions/205 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp413.72MB

27 Homework Solutions/206 ETL Error Handling Phases 1 and 2.mp4238.98MB

27 Homework Solutions/207 ETL Error Handling Vehicle Service Project Part 1 of 3.mp4183.53MB

27 Homework Solutions/208 ETL Error Handling Vehicle Service Project Part 2 of 3.mp4102.91MB

27 Homework Solutions/209 ETL Error Handling Vehicle Service Project Part 3 of 3.mp4138.83MB