Data Science A-Z™ Hands-On Exercises & ChatGPT Bonus [2023] Language: English | Size:6.73 GB Genre:eLearning
Files Included :
1 - Welcome to Data Science AZ™.mp4 (48.84 MB) MP4 58 - Intro what you will learn in this section.mp4 (7.4 MB) MP4 59 - Caveat assumptions of a linear regression.mp4 (3.04 MB) MP4 60 - Get the dataset.mp4 (32.12 MB) MP4 61 - Dummy Variables.mp4 (20.81 MB) MP4 62 - Dummy Variable Trap.mp4 (7.38 MB) MP4 63 - Understanding the P.mp4 (23.16 MB) MP4 64 - Ways to build a model BACKWARD FORWARD STEPWISE.mp4 (74.36 MB) MP4 65 - Backward Elimination.mp4 (114.96 MB) MP4 66 - Using Adjusted R.mp4 (54.53 MB) MP4 67 - Interpreting coefficients of MLR.mp4 (103.57 MB) MP4 68 - Section Recap.mp4 (9.27 MB) MP4 69 - Intro what you will learn in this section.mp4 (18.07 MB) MP4 70 - Get the dataset.mp4 (9.69 MB) MP4 71 - Binary outcome YesNo.mp4 (17.91 MB) MP4 72 - Logistic regression intuition.mp4 (62.91 MB) MP4 73 - Your first logistic regression.mp4 (37.83 MB) MP4 74 - False Positives and False Negatives.mp4 (16.3 MB) MP4 75 - Confusion Matrix.mp4 (7.93 MB) MP4 76 - Interpreting coefficients of a logistic regression.mp4 (47.69 MB) MP4 77 - Intro what you will learn in this section.mp4 (4.67 MB) MP4 78 - Get the dataset.mp4 (61.32 MB) MP4 79 - What is geo.mp4 (15.78 MB) MP4 80 - Lets build the model.mp4 (19.31 MB) MP4 81 - Lets build the model.mp4 (71.05 MB) MP4 82 - Transforming independent variables.mp4 (31.69 MB) MP4 83 - Creating derived variables.mp4 (16.17 MB) MP4 84 - Checking for multicollinearity using VIF.mp4 (20.58 MB) MP4 85 - Correlation Matrix and Multicollinearity Intuition.mp4 (21.37 MB) MP4 86 - Model is Ready and Section Recap.mp4 (17.12 MB) MP4 87 - Intro what you will learn in this section.mp4 (2.81 MB) MP4 88 - Accuracy paradox.mp4 (4.11 MB) MP4 89 - Cumulative Accuracy Profile CAP.mp4 (37.91 MB) MP4 90 - How to build a CAP curve in Excel.mp4 (133.64 MB) MP4 91 - Assessing your model using the CAP curve.mp4 (24.27 MB) MP4 92 - Get my CAP curve template.mp4 (39.96 MB) MP4 93 - How to use test data to prevent overfitting your model.mp4 (8.86 MB) MP4 94 - Applying the model to test data.mp4 (84.2 MB) MP4 95 - Comparing training performance and test performance.mp4 (83.02 MB) MP4 96 - Section Recap.mp4 (7.19 MB) MP4 100 - Odds ratio advanced topic.mp4 (40.1 MB) MP4 101 - Odds Ratio vs Coefficients in a Logistic Regression advanced topic.mp4 (12.62 MB) MP4 102 - Deriving insights from your coefficients advanced topic.mp4 (114.5 MB) MP4 103 - Section Recap.mp4 (6.17 MB) MP4 97 - Intro what you will learn in this section.mp4 (2.53 MB) MP4 98 - Power insights from your CAP.mp4 (50.35 MB) MP4 99 - Coefficients of a Logistic Regression.mp4 (8.96 MB) MP4 104 - Intro what you will learn in this section.mp4 (2.8 MB) MP4 105 - What does model deterioration look like.mp4 (30.13 MB) MP4 106 - Why do models deteriorate.mp4 (51.44 MB) MP4 107 - Three levels of maintenance for deployed models.mp4 (14.39 MB) MP4 108 - Section Recap.mp4 (2.83 MB) MP4 109 - Welcome to Part 3.mp4 (40.19 MB) MP4 110 - Intro what you will learn in this section.mp4 (1.69 MB) MP4 111 - Working with Data.mp4 (4.08 MB) MP4 112 - What is a Data Warehouse What is a Database.mp4 (7.99 MB) MP4 113 - Setting up Microsoft SQL Server 2014 for practice.mp4 (18.74 MB) MP4 114 - Important Practice Database.mp4 (23.33 MB) MP4 115 - ETL for Data Science.mp4 (3.2 MB) MP4 116 - Microsoft BI Tools What is SSDT.mp4 (6.74 MB) MP4 117 - Installing SSDT with MSVS Shell.mp4 (14.28 MB) MP4 118 - Intro what you will learn in this section.mp4 (9.08 MB) MP4 119 - Preparing your folder structure for your Data Science project.mp4 (4.43 MB) MP4 120 - Download the dataset for this section.mp4 (2.97 MB) MP4 121 - Two things you HAVE to do before the load.mp4 (35.29 MB) MP4 122 - Notepad.mp4 (2.86 MB) MP4 123 - Editpad Lite.mp4 (5.43 MB) MP4 124 - Intro what you will learn in this section.mp4 (4.88 MB) MP4 125 - Starting and navigating an SSIS Project.mp4 (4.66 MB) MP4 126 - Creating a flat file source task and OLE DB destination.mp4 (5.33 MB) MP4 127 - Setting up your flat file source connection.mp4 (27.69 MB) MP4 128 - Setting up your database connection and creating a RAW table.mp4 (26.39 MB) MP4 129 - Run the Upload & Disable.mp4 (10.14 MB) MP4 130 - Due Dilligence Upload Quality Assurance.mp4 (5.99 MB) MP4 10 - IMPORTANT Course Pathways.mp4 (27.43 MB) MP4 6 - Intro what you will learn in this section.mp4 (4.19 MB) MP4 7 - Updates on Udemy Reviews.mp4 (3.23 MB) MP4 8 - Profession of the future.mp4 (38.27 MB) MP4 9 - Areas of Data Science.mp4 (23.91 MB) MP4 131 - Intro what you will learn in this section.mp4 (5 MB) MP4 132 - Download the dataset for this section.mp4 (1.8 MB) MP4 133 - How excel can mess up your data.mp4 (59.88 MB) MP4 134 - Bulletproof Blueprint for Data Wrangling before the Load.mp4 (58.02 MB) MP4 135 - SSIS Error Text qualifier not specified.mp4 (25.82 MB) MP4 136 - What do you do when your source file is corrupt Part 1.mp4 (301.13 MB) MP4 137 - What do you do when your source file is corrupt Part 2.mp4 (71.37 MB) MP4 138 - SSIS Error Data truncation.mp4 (114.19 MB) MP4 139 - Handy trick for finding anomalies in SQL.mp4 (27.22 MB) MP4 140 - Automating Error Handling in SSIS Conditional Split.mp4 (62.94 MB) MP4 141 - Automating Error Handling in SSIS Conditional Split Level 2.mp4 (63.6 MB) MP4 142 - How to analyze the error files.mp4 (213.31 MB) MP4 143 - Due Dilligence the one thing you HAVE to do every time.mp4 (45.2 MB) MP4 144 - Types of Errors in SSIS.mp4 (5.99 MB) MP4 145 - Summary.mp4 (31 MB) MP4 146 - Homework.mp4 (57.8 MB) MP4 147 - Intro what you will learn in this section.mp4 (5.91 MB) MP4 148 - Download the dataset for this section.mp4 (1.41 MB) MP4 149 - Getting To Know MS SQL Management Studio.mp4 (5.42 MB) MP4 150 - Shortcut to upload the data.mp4 (12.08 MB) MP4 151 - SELECT Statement.mp4 (18.59 MB) MP4 152 - Using the WHERE clause to filter data.mp4 (18.36 MB) MP4 153 - How to use Wildcards Regular Expressions in SQL and.mp4 (14.35 MB) MP4 154 - Comments in SQL.mp4 (6.81 MB) MP4 155 - Order By.mp4 (18.26 MB) MP4 156 - Data Types in SQL.mp4 (11.4 MB) MP4 157 - Implicit Data Conversion in SQL.mp4 (15.45 MB) MP4 158 - Using Cast vs Convert.mp4 (12.08 MB) MP4 159 - Working with NULLs.mp4 (21.5 MB) MP4 160 - Understanding how LEFT RIGHT INNER and OUTER joins work.mp4 (12.1 MB) MP4 161 - Joins with duplicate values.mp4 (5.28 MB) MP4 162 - Joining on multiple fields.mp4 (19.72 MB) MP4 163 - Practicing Joins.mp4 (21.04 MB) MP4 164 - Intro what you will learn in this section.mp4 (10.84 MB) MP4 165 - RAW WRK DRV tables.mp4 (9.83 MB) MP4 166 - Download the dataset for this section.mp4 (3.22 MB) MP4 167 - Create your first Stored Proc in SQL.mp4 (10.9 MB) MP4 168 - Executing Stored Procedures.mp4 (8.23 MB) MP4 169 - Modifying Stored Procedures.mp4 (34.88 MB) MP4 170 - Create table.mp4 (42.97 MB) MP4 171 - Insert INTO.mp4 (56.49 MB) MP4 172 - Check if table exists drop table Truncate.mp4 (18.48 MB) MP4 173 - Intermediate Recap.mp4 (6.9 MB) MP4 174 - Create the proc for the second file.mp4 (63.51 MB) MP4 175 - Adding leading zeros.mp4 (32.75 MB) MP4 176 - Converting data on the fly.mp4 (93.71 MB) MP4 177 - How to create a proc template.mp4 (23.98 MB) MP4 178 - Archiving Procs.mp4 (18.82 MB) MP4 179 - What you can do with these tables going forward drv files etc.mp4 (59.24 MB) MP4 180 - Intro what you will learn in this section.mp4 (10.13 MB) MP4 181 - Download the dataset for this section.mp4 (1.63 MB) MP4 182 - Upload the data to RAW table.mp4 (133.53 MB) MP4 183 - Create Stored Proc.mp4 (43.21 MB) MP4 184 - How to deal with errors using the isnumeric function.mp4 (37.41 MB) MP4 185 - How to deal errors using the len function.mp4 (37.14 MB) MP4 186 - How to deal with errors using the isdate function.mp4 (39.32 MB) MP4 187 - Additional Quality Assurance check Balance.mp4 (17.53 MB) MP4 188 - Additional Quality Assurance check ZipCode.mp4 (39.32 MB) MP4 189 - Additional Quality Assurance check Birthday.mp4 (14.7 MB) MP4 190 - Part Completed.mp4 (31 MB) MP4 191 - ETL Error Handling Vehicle Service Project.mp4 (18.53 MB) MP4 192 - Welcome to Part 4.mp4 (25.42 MB) MP4 193 - Intro what you will learn in this section.mp4 (4.45 MB) MP4 194 - Cross.mp4 (49.12 MB) MP4 195 - Come to me with a Business Problem.mp4 (47.36 MB) MP4 196 - Setting expectations and pre.mp4 (40.45 MB) MP4 197 - Go and sit with them.mp4 (54.85 MB) MP4 198 - The art of saying No.mp4 (62.85 MB) MP4 199 - Sometimes you have to go to the top.mp4 (30.16 MB) MP4 200 - Building a data culture.mp4 (58.83 MB) MP4 201 - Intro what you will learn in this section.mp4 (10.22 MB) MP4 202 - Case study.mp4 (22.19 MB) MP4 203 - Analysing the intro.mp4 (67.88 MB) MP4 204 - Intro dissection.mp4 (56.83 MB) MP4 205 - REAL Data Science Presentation Walkthrough.mp4 (147.03 MB) MP4 206 - My brainstorming method.mp4 (35.52 MB) MP4 207 - How to present to executives.mp4 (32.73 MB) MP4 208 - The truth is not always pretty.mp4 (16.61 MB) MP4 209 - Passion and the Wow.mp4 (12.1 MB) MP4 210 - Bonus my full presentation LIVE 2015.mp4 (52.85 MB) MP4 212 - Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4 (26.93 MB) MP4 213 - Advanced Data Mining with Tableau Chi.mp4 (29.41 MB) MP4 214 - ETL Error Handling Phases 1 and 2.mp4 (207.21 MB) MP4 215 - ETL Error Handling Vehicle Service Project Part 1 of 3.mp4 (170.94 MB) MP4 216 - ETL Error Handling Vehicle Service Project Part 2 of 3.mp4 (56.5 MB) MP4 217 - ETL Error Handling Vehicle Service Project Part 3 of 3.mp4 (148.99 MB) MP4 218 - THANK YOU bonus video.mp4 (53.88 MB) MP4 13 - Welcome to Part 1.mp4 (28.47 MB) MP4 14 - Intro what you will learn in this section.mp4 (5.18 MB) MP4 15 - Installing Tableau Desktop and Tableau Public FREE.mp4 (13.61 MB) MP4 16 - Challenge description view data in file.mp4 (16.44 MB) MP4 17 - Connecting Tableau to a Data file.mp4 (11.45 MB) MP4 18 - Navigating Tableau.mp4 (14.74 MB) MP4 19 - Creating a calculated field.mp4 (11.67 MB) MP4 20 - Adding colours.mp4 (14.44 MB) MP4 21 - Adding labels and formatting.mp4 (22.23 MB) MP4 22 - Exporting your worksheet.mp4 (13.64 MB) MP4 23 - Section Recap.mp4 (6.92 MB) MP4 24 - Intro what you will learn in this section.mp4 (8.46 MB) MP4 25 - Get the Dataset Project Overview.mp4 (59.74 MB) MP4 26 - Connecting Tableau to an Excel File.mp4 (10.51 MB) MP4 27 - How to visualise an AB test in Tableau.mp4 (28.83 MB) MP4 28 - Working with Aliases.mp4 (10.33 MB) MP4 29 - Adding a Reference Line.mp4 (13.4 MB) MP4 30 - Looking for anomalies.mp4 (20.75 MB) MP4 31 - Handy trick to validate your approach data.mp4 (28.95 MB) MP4 32 - Section Recap.mp4 (9.8 MB) MP4 33 - Intro what you will learn in this section.mp4 (4.22 MB) MP4 34 - Creating bins & Visualizing distributions.mp4 (26 MB) MP4 35 - Creating a classification test for a numeric variable.mp4 (29.68 MB) MP4 36 - Combining two charts and working with them in Tableau.mp4 (31.39 MB) MP4 37 - Validating Tableau Data Mining with a Chi.mp4 (38.75 MB) MP4 38 - Chi.mp4 (38.92 MB) MP4 40 - Visualising Balance and Estimated Salary distribution.mp4 (95.81 MB) MP4 41 - Bonus Chi.mp4 (98.56 MB) MP4 42 - Bonus Chi.mp4 (43.11 MB) MP4 43 - Section Recap.mp4 (11.46 MB) MP4 44 - Part Completed.mp4 (2.52 MB) MP4 45 - Welcome to Part 2.mp4 (59.44 MB) MP4 46 - Intro what you will learn in this section.mp4 (2.18 MB) MP4 47 - Types of variables Categorical vs Numeric.mp4 (9.54 MB) MP4 48 - Types of regressions.mp4 (13.82 MB) MP4 49 - Ordinary Least Squares.mp4 (6.22 MB) MP4 50 - Rsquared.mp4 (6.74 MB) MP4 51 - Adjusted R.mp4 (18.84 MB) MP4 52 - Intro what you will learn in this section.mp4 (3.59 MB) MP4 53 - Introduction to Gretl.mp4 (17.43 MB) MP4 54 - Get the dataset.mp4 (17.84 MB) MP4 55 - Import data and run descriptive statistics.mp4 (8.9 MB) MP4 56 - Reading Linear Regression Output.mp4 (15.74 MB) MP4 57 - Plotting and analysing the graph.mp4 (11.12 MB) MP4