FreeTutorials Us datascience | EB6CFC789F1AF98BBC0EC198E1CA96EB93A12725

FreeTutorials Us datascience

Name	[FreeTutorials.Us] datascience	DOWNLOAD Copy Link
Total Size	9.2 GB
Total Files	213
Last Seen	2024-09-29 23:42
Hash	EB6CFC789F1AF98BBC0EC198E1CA96EB93A12725

/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
003 Profession of the future.mp4	28.2 MB
004 Areas of Data Science.mp4	20.1 MB
005 IMPORTANT Course Pathways.mp4	19.5 MB
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
009 Installing Tableau Desktop and Tableau Public FREE.mp4	44.0 MB
010 Challenge description view data in file.mp4	22.2 MB
011 Connecting Tableau to a Data file - CSV file.mp4	26.1 MB
012 Navigating Tableau - Measures and Dimensions.mp4	26.4 MB
013 Creating a calculated field.mp4	24.4 MB
014 Adding colours.mp4	27.2 MB
015 Adding labels and formatting.mp4	43.7 MB
016 Exporting your worksheet.mp4	39.2 MB
017 Section Recap.mp4	5.9 MB
/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
019 Get the Dataset Project Overview.mp4	25.2 MB
020 Connecting Tableau to an Excel File.mp4	20.7 MB
021 How to visualise an ad-hoc A-B test in Tableau.mp4	20.8 MB
022 Working with Aliases.mp4	17.2 MB
023 Adding a Reference Line.mp4	23.0 MB
024 Looking for anomalies.mp4	36.1 MB
025 Handy trick to validate your approach data.mp4	39.1 MB
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
028 Creating bins Visualizing distributions.mp4	46.3 MB
029 Creating a classification test for a numeric variable.mp4	21.8 MB
030 Combining two charts and working with them in Tableau.mp4	28.2 MB
031 Validating Tableau Data Mining with a Chi-Squared test.mp4	52.9 MB
032 Chi-Squared test when there is more than 2 categories.mp4	22.4 MB
033 Visualising Balance and Estimated Salary distribution.mp4	74.5 MB
034 Bonus Chi-Squared Test Stats Tutorial.mp4	78.7 MB
035 Bonus Chi-Squared Test Part 2 Stats Tutorial.mp4	41.6 MB
036 Section Recap.mp4	20.6 MB
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
040 Types of variables Categorical vs Numeric.mp4	13.7 MB
041 Types of regressions.mp4	10.8 MB
042 Ordinary Least Squares.mp4	5.4 MB
043 R-squared.mp4	8.3 MB
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
046 Introduction to Gretl.mp4	24.0 MB
047 Get the dataset.mp4	19.5 MB
048 Import data and run descriptive statistics.mp4	15.1 MB
049 Reading Linear Regression Output.mp4	31.1 MB
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
052 Caveat assumptions of a linear regression.mp4	4.5 MB
053 Get the dataset.mp4	37.7 MB
054 Dummy Variables.mp4	43.6 MB
055 Dummy Variable Trap.mp4	13.1 MB
056 Ways to build a model BACKWARD FORWARD STEPWISE.mp4	26.9 MB
057 Backward Elimination - Practice time.mp4	99.9 MB
058 Using Adjusted R-squared to create Robust models.mp4	100.3 MB
059 Interpreting coefficients of MLR.mp4	93.2 MB
060 Section Recap.mp4	17.3 MB
/11 Logistic Regression/
061 Intro what you will learn in this section.mp4	39.0 MB
062 Get the dataset.mp4	9.4 MB
063 Binary outcome YesNo-Type Business Problems.mp4	38.0 MB
064 Logistic regression intuition.mp4	45.1 MB
065 Your first logistic regression.mp4	43.7 MB
066 False Positives and False Negatives.mp4	24.0 MB
067 Confusion Matrix.mp4	11.5 MB
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
070 Get the dataset.mp4	28.4 MB
071 What is geo-demographic segmenation.mp4	16.6 MB
072 Lets build the model - first iteration.mp4	36.1 MB
073 Lets build the model - backward elimination STEP-BY-STEP.mp4	102.1 MB
074 Transforming independent variables.mp4	54.9 MB
075 Creating derived variables.mp4	43.9 MB
076 Checking for multicollinearity using VIF.mp4	91.0 MB
077 Correlation Matrix and Multicollinearity Intuition.mp4	51.2 MB
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
080 Accuracy paradox.mp4	6.3 MB
081 Cumulative Accuracy Profile CAP.mp4	28.8 MB
082 How to build a CAP curve in Excel.mp4	133.1 MB
083 Assessing your model using the CAP curve.mp4	29.9 MB
084 Get my CAP curve template.mp4	47.0 MB
085 How to use test data to prevent overfitting your model.mp4	14.4 MB
086 Applying the model to test data.mp4	92.9 MB
087 Comparing training performance and test performance.mp4	91.5 MB
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
090 Power insights from your CAP.mp4	89.7 MB
091 Coefficients of a Logistic Regression - Plan of Attack advanced topic.mp4	14.3 MB
092 Odds ratio advanced topic.mp4	41.8 MB
093 Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4	20.5 MB
094 Deriving insights from your coefficients advanced topic.mp4	96.8 MB
095 Section Recap.mp4	10.3 MB
/15 Model maintenance/
096 Intro what you will learn in this section.mp4	9.9 MB
097 What does model deterioration look like.mp4	23.7 MB
098 Why do models deteriorate.mp4	84.6 MB
099 Three levels of maintenance for deployed models.mp4	19.5 MB
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
103 Working with Data.mp4	3.0 MB
104 What is a Data Warehouse What is a Database.mp4	14.3 MB
105 Setting up Microsoft SQL Server 2014 for practice.mp4	21.1 MB
106 Important Practice Database.mp4	23.9 MB
107 ETL for Data Science - what is Extract Transform Load ETL.mp4	4.3 MB
108 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp4	10.8 MB
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
111 Preparing your folder structure for your Data Science project.mp4	7.1 MB
112 Download the dataset for this section.mp4	5.6 MB
113 Two things you HAVE to do before the load.mp4	37.7 MB
114 Notepad.mp4	6.3 MB
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
117 Starting and navigating an SSIS Project.mp4	9.3 MB
118 Creating a flat file source task and OLE DB destination.mp4	8.9 MB
119 Setting up your flat file source connection.mp4	30.9 MB
120 Setting up your database connection and creating a RAW table.mp4	43.4 MB
121 Run the Upload Disable.mp4	18.7 MB
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
124 Download the dataset for this section.mp4	3.8 MB
125 How excel can mess up your data.mp4	116.3 MB
126 Bulletproof Blueprint for Data Wrangling before the Load.mp4	132.6 MB
127 SSIS Error Text qualifier not specified.mp4	48.4 MB
128 What do you do when your source file is corrupt Part 1.mp4	269.6 MB
129 What do you do when your source file is corrupt Part 2.mp4	63.1 MB
130 SSIS Error Data truncation.mp4	255.4 MB
131 Handy trick for finding anomalies in SQL.mp4	37.5 MB
132 Automating Error Handling in SSIS Conditional Split.mp4	50.3 MB
133 Automating Error Handling in SSIS Conditional Split Level 2.mp4	76.3 MB
134 How to analyze the error files.mp4	250.6 MB
135 Due Dilligence the one thing you HAVE to do every time.mp4	46.7 MB
136 Types of Errors in SSIS.mp4	9.2 MB
137 Summary.mp4	50.7 MB
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
140 Download the dataset for this section.mp4	3.2 MB
141 Getting To Know MS SQL Management Studio.mp4	8.5 MB
142 Shortcut to upload the data.mp4	14.5 MB
143 SELECT Statement.mp4	51.3 MB
144 Using the WHERE clause to filter data.mp4	62.2 MB
145 How to use Wildcards Regular Expressions in SQL and _.mp4	43.7 MB
146 Comments in SQL.mp4	20.2 MB
147 Order By.mp4	56.3 MB
148 Data Types in SQL.mp4	16.9 MB
149 Implicit Data Conversion in SQL.mp4	25.6 MB
150 Using Cast vs Convert.mp4	33.7 MB
151 Working with NULLs.mp4	39.1 MB
152 Understanding how LEFT RIGHT INNER and OUTER joins work.mp4	19.2 MB
153 Joins with duplicate values.mp4	8.3 MB
154 Joining on multiple fields.mp4	18.7 MB
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
157 RAW WRK DRV tables.mp4	13.7 MB
158 Download the dataset for this section.mp4	5.5 MB
159 Create your first Stored Proc in SQL.mp4	28.5 MB
160 Executing Stored Procedures.mp4	20.2 MB
161 Modifying Stored Procedures.mp4	66.9 MB
162 Create table.mp4	64.4 MB
163 Insert INTO.mp4	23.6 MB
164 Check if table exists drop table Truncate.mp4	51.0 MB
165 Intermediate Recap - Procs.mp4	10.1 MB
166 Create the proc for the second file.mp4	130.0 MB
167 Adding leading zeros.mp4	84.6 MB
168 Converting data on the fly.mp4	81.9 MB
169 How to create a proc template.mp4	40.9 MB
170 Archiving Procs.mp4	42.4 MB
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
173 Download the dataset for this section.mp4	2.7 MB
174 Upload the data to RAW table.mp4	151.6 MB
175 Create Stored Proc.mp4	61.0 MB
176 How to deal with errors using the isnumeric function.mp4	64.8 MB
177 How to deal errors using the len function.mp4	65.8 MB
178 How to deal with errors using the isdate function.mp4	72.2 MB
179 Additional Quality Assurance check Balance.mp4	28.9 MB
180 Additional Quality Assurance check ZipCode.mp4	47.0 MB
181 Additional Quality Assurance check Birthday.mp4	26.0 MB
182 Part Completed.mp4	52.5 MB
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
186 Cross-departmental Work.mp4	74.9 MB
187 Come to me with a Business Problem.mp4	40.3 MB
188 Setting expectations and pre-project communication.mp4	57.6 MB
189 Go and sit with them.mp4	89.4 MB
190 The art of saying No.mp4	91.6 MB
191 Sometimes you have to go to the top.mp4	43.0 MB
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
194 Case study.mp4	23.3 MB
195 Analysing the intro.mp4	57.2 MB
196 Intro dissection - recap.mp4	173.2 MB
197 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4	109.3 MB
198 My brainstorming method.mp4	57.6 MB
199 How to present to executives.mp4	93.8 MB
200 The truth is not always pretty.mp4	49.1 MB
201 Passion and the Wow-factor.mp4	36.0 MB
202 Bonus my full presentation LIVE 2015.mp4	92.8 MB
203 Bonus links to other examples of good storytelling.html	0.9 KB
/27 Homework Solutions/
204 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp4	19.6 MB
205 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4	14.4 MB
206 ETL Error Handling Phases 1 and 2.mp4	250.6 MB
207 ETL Error Handling Vehicle Service Project Part 1 of 3.mp4	192.4 MB
208 ETL Error Handling Vehicle Service Project Part 2 of 3.mp4	107.9 MB
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
/
Freetutorials.us.url	0.1 KB
[FreeTutorials.us].txt	0.1 KB
Total files 213