Filename | Size |
| 1. Get Excited/1. Welcome to Data Science A-Z™.mp4 | 75 MB |
| 1. Get Excited/1. Welcome to Data Science A-Z™.srt | 7.4 KB |
| 1. Get Excited/2. BONUS Learning Paths.html | 1.8 KB |
| 1. Get Excited/3. Get the materials.html | 317 B |
| 1. Get Excited/4. Your Shortcut To Becoming A Better Data Scientist!.html | 4 KB |
| 10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4 | 46.1 MB |
| 10. Multiple Linear Regression/1. Intro (what you will learn in this section).srt | 2 KB |
| 10. Multiple Linear Regression/10. Interpreting coefficients of MLR.mp4 | 168.7 MB |
| 10. Multiple Linear Regression/10. Interpreting coefficients of MLR.srt | 18.5 KB |
| 10. Multiple Linear Regression/11. Section Recap.mp4 | 29.9 MB |
| 10. Multiple Linear Regression/11. Section Recap.srt | 6.8 KB |
| 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4 | 8.1 MB |
| 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.srt | 2.7 KB |
| 10. Multiple Linear Regression/3. Get the dataset.mp4 | 62.3 MB |
| 10. Multiple Linear Regression/3. Get the dataset.srt | 6.4 KB |
| 10. Multiple Linear Regression/4. Dummy Variables.mp4 | 69.8 MB |
| 10. Multiple Linear Regression/4. Dummy Variables.srt | 12.1 KB |
| 10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 | 20.9 MB |
| 10. Multiple Linear Regression/5. Dummy Variable Trap.srt | 3.5 KB |
| 10. Multiple Linear Regression/6. Understanding the P-Value.mp4 | 56.5 MB |
| 10. Multiple Linear Regression/6. Understanding the P-Value.srt | 20.6 KB |
| 10. Multiple Linear Regression/7. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 | 98.9 MB |
| 10. Multiple Linear Regression/7. Ways to build a model BACKWARD, FORWARD, STEPWISE.srt | 23.6 KB |
| 10. Multiple Linear Regression/8. Backward Elimination - Practice time.mp4 | 186.9 MB |
| 10. Multiple Linear Regression/8. Backward Elimination - Practice time.srt | 25 KB |
| 10. Multiple Linear Regression/9. Using Adjusted R-squared to create Robust models.mp4 | 167.2 MB |
| 10. Multiple Linear Regression/9. Using Adjusted R-squared to create Robust models.srt | 15.2 KB |
| 11. Logistic Regression/1. Intro (what you will learn in this section).mp4 | 57.9 MB |
| 11. Logistic Regression/1. Intro (what you will learn in this section).srt | 2.6 KB |
| 11. Logistic Regression/2. Get the dataset.mp4 | 36.4 MB |
| 11. Logistic Regression/2. Get the dataset.srt | 5.6 KB |
| 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 | 79.2 MB |
| 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.srt | 13.4 KB |
| 11. Logistic Regression/4. Logistic regression intuition.mp4 | 82.7 MB |
| 11. Logistic Regression/4. Logistic regression intuition.srt | 25.3 KB |
| 11. Logistic Regression/5. Your first logistic regression.mp4 | 89.1 MB |
| 11. Logistic Regression/5. Your first logistic regression.srt | 11.8 KB |
| 11. Logistic Regression/6. False Positives and False Negatives.mp4 | 44 MB |
| 11. Logistic Regression/6. False Positives and False Negatives.srt | 11.5 KB |
| 11. Logistic Regression/7. Confusion Matrix.mp4 | 20.5 MB |
| 11. Logistic Regression/7. Confusion Matrix.srt | 7.4 KB |
| 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 | 103.5 MB |
| 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.srt | 14.1 KB |
| 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4 | 37.2 MB |
| 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).srt | 1.8 KB |
| 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4 | 59.6 MB |
| 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.srt | 9.2 KB |
| 12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4 | 130.1 MB |
| 12. Building a robust geodemographic segmentation model/2. Get the dataset.srt | 11.6 KB |
| 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4 | 33.1 MB |
| 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.srt | 7.6 KB |
| 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4 | 74.9 MB |
| 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.srt | 12.7 KB |
| 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4 | 171.4 MB |
| 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.srt | 17 KB |
| 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4 | 92 MB |
| 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.srt | 14.7 KB |
| 12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4 | 76.5 MB |
| 12. Building a robust geodemographic segmentation model/7. Creating derived variables.srt | 8.6 KB |
| 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4 | 139.7 MB |
| 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.srt | 11.6 KB |
| 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4 | 102.9 MB |
| 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.srt | 11.3 KB |
| 13. Assessing your model/1. Intro (what you will learn in this section).mp4 | 22.5 MB |
| 13. Assessing your model/1. Intro (what you will learn in this section).srt | 1.1 KB |
| 13. Assessing your model/10. Section Recap.mp4 | 21.4 MB |
| 13. Assessing your model/10. Section Recap.srt | 5.3 KB |
| 13. Assessing your model/2. Accuracy paradox.mp4 | 10.9 MB |
| 13. Assessing your model/2. Accuracy paradox.srt | 3.3 KB |
| 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 | 49.7 MB |
| 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).srt | 16.2 KB |
| 13. Assessing your model/4. How to build a CAP curve in Excel.mp4 | 213 MB |
| 13. Assessing your model/4. How to build a CAP curve in Excel.srt | 22.3 KB |
| 13. Assessing your model/5. Assessing your model using the CAP curve.mp4 | 53 MB |
| 13. Assessing your model/5. Assessing your model using the CAP curve.srt | 10.4 KB |
| 13. Assessing your model/6. Get my CAP curve template.mp4 | 81.7 MB |
| 13. Assessing your model/6. Get my CAP curve template.srt | 9.9 KB |
| 13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4 | 27.7 MB |
| 13. Assessing your model/7. How to use test data to prevent overfitting your model.srt | 5.4 KB |
| 13. Assessing your model/8. Applying the model to test data.mp4 | 144.5 MB |
| 13. Assessing your model/8. Applying the model to test data.srt | 10.7 KB |
| 13. Assessing your model/9. Comparing training performance and test performance.mp4 | 153.4 MB |
| 13. Assessing your model/9. Comparing training performance and test performance.srt | 16.7 KB |
| 14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4 | 20.2 MB |
| 14. Drawing insights from your model/1. Intro (what you will learn in this section).srt | 944 B |
| 14. Drawing insights from your model/2. Power insights from your CAP.mp4 | 161.1 MB |
| 14. Drawing insights from your model/2. Power insights from your CAP.srt | 21.1 KB |
| 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 | 23.8 MB |
| 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).srt | 5.7 KB |
| 14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4 | 71 MB |
| 14. Drawing insights from your model/4. Odds ratio (advanced topic).srt | 12.9 KB |
| 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 | 36.2 MB |
| 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).srt | 10.6 KB |
| 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4 | 168.2 MB |
| 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).srt | 20.8 KB |