Filename | Size |
| 1. Get Excited/1. Welcome to Data Science A-Z™.mp4 | 22.8 MB |
| 1. Get Excited/1. Welcome to Data Science A-Z™.vtt | 6.7 KB |
| 1. Get Excited/2. BONUS Learning Paths.html | 2.4 KB |
| 10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4 | 18.5 MB |
| 10. Multiple Linear Regression/1. Intro (what you will learn in this section).vtt | 1.8 KB |
| 10. Multiple Linear Regression/10. Section Recap.mp4 | 12.1 MB |
| 10. Multiple Linear Regression/10. Section Recap.vtt | 6.1 KB |
| 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4 | 3.4 MB |
| 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.vtt | 2.5 KB |
| 10. Multiple Linear Regression/3. Get the dataset.mp4 | 10.2 MB |
| 10. Multiple Linear Regression/3. Get the dataset.vtt | 5.8 KB |
| 10. Multiple Linear Regression/4. Dummy Variables.mp4 | 29.9 MB |
| 10. Multiple Linear Regression/4. Dummy Variables.vtt | 11 KB |
| 10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 | 9 MB |
| 10. Multiple Linear Regression/5. Dummy Variable Trap.vtt | 3.2 KB |
| 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 | 21.9 MB |
| 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.vtt | 21.1 KB |
| 10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4 | 32 MB |
| 10. Multiple Linear Regression/7. Backward Elimination - Practice time.vtt | 22.1 KB |
| 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4 | 66.2 MB |
| 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.vtt | 13.6 KB |
| 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4 | 63.3 MB |
| 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.vtt | 16.7 KB |
| 11. Logistic Regression/1. Intro (what you will learn in this section).mp4 | 25.3 MB |
| 11. Logistic Regression/1. Intro (what you will learn in this section).vtt | 2.4 KB |
| 11. Logistic Regression/2. Get the dataset.mp4 | 7 MB |
| 11. Logistic Regression/2. Get the dataset.vtt | 5.1 KB |
| 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 | 26.8 MB |
| 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.vtt | 12 KB |
| 11. Logistic Regression/4. Logistic regression intuition.mp4 | 33.3 MB |
| 11. Logistic Regression/4. Logistic regression intuition.vtt | 22.6 KB |
| 11. Logistic Regression/5. Your first logistic regression.mp4 | 30.1 MB |
| 11. Logistic Regression/5. Your first logistic regression.vtt | 10.6 KB |
| 11. Logistic Regression/6. False Positives and False Negatives.mp4 | 17.9 MB |
| 11. Logistic Regression/6. False Positives and False Negatives.vtt | 10.4 KB |
| 11. Logistic Regression/7. Confusion Matrix.mp4 | 8.4 MB |
| 11. Logistic Regression/7. Confusion Matrix.vtt | 6.6 KB |
| 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 | 36.6 MB |
| 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.vtt | 12.7 KB |
| 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4 | 11 MB |
| 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).vtt | 1.7 KB |
| 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4 | 24.4 MB |
| 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.vtt | 8.3 KB |
| 12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4 | 19 MB |
| 12. Building a robust geodemographic segmentation model/2. Get the dataset.vtt | 10.5 KB |
| 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4 | 12.6 MB |
| 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.vtt | 6.9 KB |
| 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4 | 25 MB |
| 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.vtt | 11.3 KB |
| 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4 | 66.7 MB |
| 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.vtt | 15.1 KB |
| 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4 | 36.7 MB |
| 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.vtt | 13.3 KB |
| 12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4 | 28.7 MB |
| 12. Building a robust geodemographic segmentation model/7. Creating derived variables.vtt | 7.8 KB |
| 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4 | 58.2 MB |
| 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.vtt | 10.4 KB |
| 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4 | 33.9 MB |
| 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.vtt | 10.3 KB |
| 13. Assessing your model/1. Intro (what you will learn in this section).mp4 | 6.4 MB |
| 13. Assessing your model/1. Intro (what you will learn in this section).vtt | 1 KB |
| 13. Assessing your model/10. Section Recap.mp4 | 9.2 MB |
| 13. Assessing your model/10. Section Recap.vtt | 4.8 KB |
| 13. Assessing your model/2. Accuracy paradox.mp4 | 4.5 MB |
| 13. Assessing your model/2. Accuracy paradox.vtt | 3 KB |
| 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 | 20.9 MB |
| 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).vtt | 14.5 KB |
| 13. Assessing your model/4. How to build a CAP curve in Excel.mp4 | 84.4 MB |
| 13. Assessing your model/4. How to build a CAP curve in Excel.vtt | 19.7 KB |
| 13. Assessing your model/5. Assessing your model using the CAP curve.mp4 | 21 MB |
| 13. Assessing your model/5. Assessing your model using the CAP curve.vtt | 9.4 KB |
| 13. Assessing your model/6. Get my CAP curve template.mp4 | 14.4 MB |
| 13. Assessing your model/6. Get my CAP curve template.vtt | 8.8 KB |
| 13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4 | 10.6 MB |
| 13. Assessing your model/7. How to use test data to prevent overfitting your model.vtt | 4.9 KB |
| 13. Assessing your model/8. Applying the model to test data.mp4 | 58.5 MB |
| 13. Assessing your model/8. Applying the model to test data.vtt | 9.6 KB |
| 13. Assessing your model/9. Comparing training performance and test performance.mp4 | 58.2 MB |
| 13. Assessing your model/9. Comparing training performance and test performance.vtt | 14.9 KB |
| 14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4 | 6 MB |
| 14. Drawing insights from your model/1. Intro (what you will learn in this section).vtt | 872 B |
| 14. Drawing insights from your model/2. Power insights from your CAP.mp4 | 58.3 MB |
| 14. Drawing insights from your model/2. Power insights from your CAP.vtt | 19 KB |
| 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 | 9.9 MB |
| 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).vtt | 5.1 KB |
| 14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4 | 27.3 MB |
| 14. Drawing insights from your model/4. Odds ratio (advanced topic).vtt | 11.5 KB |
| 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 | 14.3 MB |
| 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).vtt | 9.5 KB |
| 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4 | 63.6 MB |
| 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).vtt | 18.5 KB |
| 14. Drawing insights from your model/7. Section Recap.mp4 | 7.3 MB |
| 14. Drawing insights from your model/7. Section Recap.vtt | 4.3 KB |
| 15. Model maintenance/1. Intro (what you will learn in this section).mp4 | 6.8 MB |
| 15. Model maintenance/1. Intro (what you will learn in this section).vtt | 993 B |
| 15. Model maintenance/2. What does model deterioration look like.mp4 | 15.8 MB |