UD419 | E0933F0EAD2CE1D39AD33383A678A67BFD1ADDA7

UD419

Name	UD419	DOWNLOAD Copy Link
Total Size	15.9 GB
Total Files	217
Hash	E0933F0EAD2CE1D39AD33383A678A67BFD1ADDA7

/01 Get Excited/
001 Welcome to Data Science A-ZTM.mp4	78.7 MB
002 BONUS Learning Paths.html	2.7 KB
003 Get the materials.html	1.2 KB
004 Your Shortcut To Becoming A Better Data Scientist.html	4.9 KB
/02 What is Data Science/
005 Intro (what you will learn in this section).mp4	8.1 MB
006 Updates on Udemy Reviews.mp4	21.4 MB
007 Profession of the future.mp4	60.8 MB
008 Areas of Data Science.mp4	39.5 MB
009 IMPORTANT Course Pathways.mp4	38.0 MB
010 Some Additional Resources.html	1.5 KB
011 BONUS Interview with DJ Patil.html	3.0 KB
/03 --------------------------- Part 1 Visualisation ---------------------------/
012 Welcome to Part 1.mp4	37.7 MB
/04 Introduction to Tableau/
013 Intro (what you will learn in this section).mp4	17.4 MB
014 Installing Tableau Desktop and Tableau Public (FREE).mp4	28.1 MB
015 Challenge description view data in file.mp4	23.1 MB
016 Connecting Tableau to a Data file - CSV file.mp4	26.4 MB
017 Navigating Tableau - Measures and Dimensions.mp4	32.8 MB
018 Creating a calculated field.mp4	25.8 MB
019 Adding colours.mp4	32.0 MB
020 Adding labels and formatting.mp4	50.4 MB
021 Exporting your worksheet.mp4	32.6 MB
022 Section Recap.mp4	20.9 MB
/05 How to use Tableau for Data Mining/
023 Intro (what you will learn in this section).mp4	27.7 MB
024 Get the Dataset Project Overview.mp4	132.1 MB
025 Connecting Tableau to an Excel File.mp4	44.8 MB
026 How to visualise an AB test in Tableau.mp4	43.8 MB
027 Working with Aliases.mp4	36.8 MB
028 Adding a Reference Line.mp4	48.6 MB
029 Looking for anomalies.mp4	72.7 MB
030 Handy trick to validate your approach data.mp4	80.6 MB
031 Section Recap.mp4	29.0 MB
/06 Advanced Data Mining With Tableau/
032 Intro (what you will learn in this section).mp4	27.8 MB
033 Creating bins Visualizing distributions.mp4	97.7 MB
034 Creating a classification test for a numeric variable.mp4	44.9 MB
035 Combining two charts and working with them in Tableau.mp4	28.2 MB
036 Validating Tableau Data Mining with a Chi-Squared test.mp4	101.2 MB
037 Chi-Squared test when there is more than 2 categories.mp4	22.4 MB
038 Visualising Balance and Estimated Salary distribution.mp4	151.3 MB
039 Bonus Chi-Squared Test (Stats Tutorial).mp4	154.5 MB
040 Bonus Chi-Squared Test Part 2 (Stats Tutorial).mp4	71.9 MB
041 Section Recap.mp4	34.9 MB
042 Part Completed.mp4	5.4 MB
/07 --------------------------- Part 2 Modelling ---------------------------/
043 Welcome to Part 2.mp4	52.8 MB
/08 Stats Refresher/
044 Intro (what you will learn in this section).mp4	18.6 MB
045 Types of variables Categorical vs Numeric.mp4	25.5 MB
046 Types of regressions.mp4	10.8 MB
047 Ordinary Least Squares.mp4	4.4 MB
048 R-squared.mp4	7.1 MB
049 Adjusted R-squared.mp4	14.5 MB
/09 Simple Linear Regression/
050 Intro (what you will learn in this section).mp4	23.4 MB
051 Introduction to Gretl.mp4	36.6 MB
052 Get the dataset.mp4	39.8 MB
053 Import data and run descriptive statistics.mp4	33.3 MB
054 Reading Linear Regression Output.mp4	69.0 MB
055 Plotting and analysing the graph.mp4	67.0 MB
/10 Multiple Linear Regression/
056 Intro (what you will learn in this section).mp4	48.3 MB
057 Caveat assumptions of a linear regression.mp4	8.5 MB
058 Get the dataset.mp4	65.3 MB
059 Dummy Variables.mp4	73.1 MB
060 Dummy Variable Trap.mp4	21.9 MB
061 Understanding the P-Value.mp4	59.2 MB
062 Ways to build a model BACKWARD FORWARD STEPWISE.mp4	103.7 MB
063 Backward Elimination - Practice time.mp4	196.0 MB
064 Using Adjusted R-squared to create Robust models.mp4	175.3 MB
065 Interpreting coefficients of MLR.mp4	176.9 MB
066 Section Recap.mp4	31.3 MB
/11 Logistic Regression/
067 Intro (what you will learn in this section).mp4	60.7 MB
068 Get the dataset.mp4	38.2 MB
069 Binary outcome YesNo-Type Business Problems.mp4	83.1 MB
070 Logistic regression intuition.mp4	86.7 MB
071 Your first logistic regression.mp4	93.4 MB
072 False Positives and False Negatives.mp4	46.2 MB
073 Confusion Matrix.mp4	21.5 MB
074 Interpreting coefficients of a logistic regression.mp4	108.5 MB
/12 Building a robust geodemographic segmentation model/
075 Intro (what you will learn in this section).mp4	39.0 MB
076 Get the dataset.mp4	136.5 MB
077 What is geo-demographic segmenation.mp4	34.7 MB
078 Lets build the model - first iteration.mp4	78.5 MB
079 Lets build the model - backward elimination STEP-BY-STEP.mp4	179.7 MB
080 Transforming independent variables.mp4	96.5 MB
081 Creating derived variables.mp4	80.2 MB
082 Checking for multicollinearity using VIF.mp4	146.5 MB
083 Correlation Matrix and Multicollinearity Intuition.mp4	107.9 MB
084 Model is Ready and Section Recap.mp4	62.5 MB
/13 Assessing your model/
085 Intro (what you will learn in this section).mp4	23.6 MB
086 Accuracy paradox.mp4	11.4 MB
087 Cumulative Accuracy Profile (CAP).mp4	52.1 MB
088 How to build a CAP curve in Excel.mp4	223.4 MB
089 Assessing your model using the CAP curve.mp4	55.6 MB
090 Get my CAP curve template.mp4	85.7 MB
091 How to use test data to prevent overfitting your model.mp4	29.0 MB
092 Applying the model to test data.mp4	151.5 MB
093 Comparing training performance and test performance.mp4	160.8 MB
094 Section Recap.mp4	22.5 MB
/14 Drawing insights from your model/
095 Intro (what you will learn in this section).mp4	21.2 MB
096 Power insights from your CAP.mp4	169.0 MB
097 Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4	24.9 MB
098 Odds ratio (advanced topic).mp4	74.5 MB
099 Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4	38.0 MB
100 Deriving insights from your coefficients (advanced topic).mp4	176.4 MB
101 Section Recap.mp4	17.7 MB
/15 Model maintenance/
102 Intro (what you will learn in this section).mp4	23.6 MB
103 What does model deterioration look like.mp4	45.5 MB
104 Why do models deteriorate.mp4	157.7 MB
105 Three levels of maintenance for deployed models.mp4	42.1 MB
106 Section Recap.mp4	8.0 MB
/16 --------------------------- Part 3 Data Preparation ---------------------------/
107 Welcome to Part 3.mp4	34.3 MB
/17 Business Intelligence (BI) Tools/
108 Intro (what you will learn in this section).mp4	14.6 MB
109 Working with Data.mp4	5.6 MB
110 What is a Data Warehouse What is a Database.mp4	27.5 MB
111 Setting up Microsoft SQL Server E4 for practice.mp4	21.1 MB
112 Important Practice Database.mp4	23.9 MB
113 ETL for Data Science - what is Extract Transform Load (ETL).mp4	8.7 MB
114 Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS.mp4	19.0 MB
115 Installing SSDT with MSVS Shell.mp4	48.1 MB
/18 ETL Phase 1 Data Wrangling before the Load/
116 Intro (what you will learn in this section).mp4	30.7 MB
117 Preparing your folder structure for your Data Science project.mp4	15.1 MB
118 Download the dataset for this section.mp4	11.5 MB
119 Two things you HAVE to do before the load.mp4	72.5 MB
120 Notepad.mp4	11.4 MB
121 Editpad Lite.mp4	21.3 MB
/19 ETL Phase 2 Step-by-step guide to uploading data using SSIS/
122 Intro (what you will learn in this section).mp4	32.4 MB
123 Starting and navigating an SSIS Project.mp4	17.3 MB
124 Creating a flat file source task and OLE DB destination.mp4	17.3 MB
125 Setting up your flat file source connection.mp4	60.7 MB
126 Setting up your database connection and creating a RAW table.mp4	82.6 MB
127 Run the Upload Disable.mp4	34.5 MB
128 Due Dilligence Upload Quality Assurance.mp4	32.7 MB
/20 Handling errors during ETL (Phases 1 2)/
129 Intro (what you will learn in this section).mp4	32.4 MB
130 Download the dataset for this section.mp4	7.4 MB
131 How excel can mess up your data.mp4	94.6 MB
132 Bulletproof Blueprint for Data Wrangling before the Load.mp4	154.6 MB
133 SSIS Error Text qualifier not specified.mp4	101.4 MB
134 What do you do when your source file is corrupt (Part 1).mp4	269.6 MB
135 What do you do when your source file is corrupt (Part 2).mp4	101.8 MB
136 SSIS Error Data truncation.mp4	280.5 MB
137 Handy trick for finding anomalies in SQL.mp4	60.6 MB
138 Automating Error Handling in SSIS Conditional Split.mp4	98.1 MB
139 Automating Error Handling in SSIS Conditional Split (Level 2).mp4	108.3 MB
140 How to analyze the error files.mp4	344.7 MB
141 Due Dilligence the one thing you HAVE to do every time.mp4	102.5 MB
142 Types of Errors in SSIS.mp4	15.9 MB
143 Summary.mp4	84.5 MB
144 Homework.mp4	88.7 MB
/21 SQL Programming for Data Science/
145 Intro (what you will learn in this section).mp4	20.3 MB
146 Download the dataset for this section.mp4	6.3 MB
147 Getting To Know MS SQL Management Studio.mp4	17.4 MB
148 Shortcut to upload the data.mp4	14.5 MB
149 SELECT Statement.mp4	87.3 MB
150 Using the WHERE clause to filter data.mp4	100.2 MB
151 How to use Wildcards Regular Expressions in SQL ( and _).mp4	75.9 MB
152 Comments in SQL.mp4	36.2 MB
153 Order By.mp4	92.8 MB
154 Data Types in SQL.mp4	29.6 MB
155 Implicit Data Conversion in SQL.mp4	48.5 MB
156 Using Cast() vs Convert().mp4	58.7 MB
157 Working with NULLs.mp4	64.4 MB
158 Understanding how LEFT RIGHT INNER and OUTER joins work.mp4	35.6 MB
159 Joins with duplicate values.mp4	15.4 MB
160 Joining on multiple fields.mp4	34.8 MB
161 Practicing Joins.mp4	90.9 MB
/22 ETL Phase 3 Data Wrangling after the load/
162 Intro (what you will learn in this section).mp4	36.6 MB
163 RAW WRK DRV tables.mp4	27.9 MB
164 Download the dataset for this section.mp4	10.8 MB
165 Create your first Stored Proc in SQL.mp4	50.3 MB
166 Executing Stored Procedures.mp4	36.9 MB
167 Modifying Stored Procedures.mp4	121.1 MB
168 Create table.mp4	122.7 MB
169 Insert INTO.mp4	23.6 MB
170 Check if table exists drop table Truncate.mp4	90.2 MB
171 Intermediate Recap - Procs.mp4	19.1 MB
172 Create the proc for the second file.mp4	217.0 MB
173 Adding leading zeros.mp4	136.0 MB
174 Converting data on the fly.mp4	145.4 MB
175 How to create a proc template.mp4	40.9 MB
176 Archiving Procs.mp4	73.3 MB
177 What you can do with these tables going forward [drv files etc.].mp4	199.0 MB
/23 Handling errors during ETL (Phase 3)/
178 Intro (what you will learn in this section).mp4	34.5 MB
179 Download the dataset for this section.mp4	5.7 MB
180 Upload the data to RAW table.mp4	207.4 MB
181 Create Stored Proc.mp4	97.8 MB
182 How to deal with errors using the isnumeric() function.mp4	113.9 MB
183 How to deal errors using the len() function.mp4	113.8 MB
184 How to deal with errors using the isdate() function.mp4	123.8 MB
185 Additional Quality Assurance check Balance.mp4	51.4 MB
186 Additional Quality Assurance check ZipCode.mp4	62.9 MB
187 Additional Quality Assurance check Birthday.mp4	47.0 MB
188 Part Completed.mp4	52.5 MB
189 ETL Error Handling Vehicle Service Project.mp4	65.4 MB
/24 --------------------------- Part 4 Communication ---------------------------/
190 Welcome to Part 4.mp4	16.1 MB
/25 Working with people/
191 Intro (what you will learn in this section).mp4	27.7 MB
192 Cross-departmental Work.mp4	161.0 MB
193 Come to me with a Business Problem.mp4	82.8 MB
194 Setting expectations and pre-project communication.mp4	132.9 MB
195 Go and sit with them.mp4	176.2 MB
196 The art of saying No.mp4	205.9 MB
197 Sometimes you have to go to the top.mp4	98.9 MB
198 Building a data culture.mp4	194.2 MB
/26 Presenting for Data Scientists/
199 Intro (what you will learn in this section).mp4	64.5 MB
200 Case study.mp4	23.3 MB
201 Analysing the intro.mp4	115.7 MB
202 Intro dissection - recap.mp4	358.5 MB
203 REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4	241.7 MB
204 My brainstorming method.mp4	116.5 MB
205 How to present to executives.mp4	207.1 MB
206 The truth is not always pretty.mp4	104.6 MB
207 Passion and the Wow-factor.mp4	75.5 MB
208 Bonus my full presentation LIVE E5.mp4	188.3 MB
209 Bonus links to other examples of good storytelling.html	1.5 KB
/27 Homework Solutions/
210 Advanced Data Mining with Tableau Visualising Credit Score Tenure.mp4	80.3 MB
211 Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4	58.7 MB
212 ETL Error Handling (Phases 1 and 2).mp4	342.2 MB
213 ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4	301.8 MB
214 ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4	181.8 MB
215 ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4	242.6 MB
216 THANK YOU bonus video.mp4	54.8 MB
/28 Bonus Lectures/
217 YOUR SPECIAL BONUS.html	4.9 KB
Total files 217