[GigaCourse.com] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
1. Get Excited/1. Welcome to Data Science A-Z™.mp4 48.8 MB 1. Get Excited/1. Welcome to Data Science A-Z™.srt 7.4 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 27.7 MB 10. Multiple Linear Regression/1. Intro (what you will learn in this section).srt 2 KB 10. Multiple Linear Regression/10. Section Recap.mp4 22.6 MB 10. Multiple Linear Regression/10. Section Recap.srt 6.8 KB 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4 6.2 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 43.6 MB 10. Multiple Linear Regression/3. Get the dataset.srt 6.4 KB 10. Multiple Linear Regression/4. Dummy Variables.mp4 51.6 MB 10. Multiple Linear Regression/4. Dummy Variables.srt 12.1 KB 10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 15.8 MB 10. Multiple Linear Regression/5. Dummy Variable Trap.srt 3.5 KB 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 74.4 MB 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.srt 23.6 KB 10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4 131.7 MB 10. Multiple Linear Regression/7. Backward Elimination - Practice time.srt 25 KB 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4 124.7 MB 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.srt 15.2 KB 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4 122.1 MB 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.srt 18.5 KB 11. Logistic Regression/1. Intro (what you will learn in this section).mp4 34.8 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 24.1 MB 11. Logistic Regression/2. Get the dataset.srt 5.6 KB 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 56.3 MB 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.srt 13.4 KB 11. Logistic Regression/4. Logistic regression intuition.mp4 62.9 MB 11. Logistic Regression/4. Logistic regression intuition.srt 25.3 KB 11. Logistic Regression/5. Your first logistic regression.mp4 62.2 MB 11. Logistic Regression/5. Your first logistic regression.srt 11.8 KB 11. Logistic Regression/6. False Positives and False Negatives.mp4 33.4 MB 11. Logistic Regression/6. False Positives and False Negatives.srt 11.5 KB 11. Logistic Regression/7. Confusion Matrix.mp4 15.7 MB 11. Logistic Regression/7. Confusion Matrix.srt 7.4 KB 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 72 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 22.4 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 44.2 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 89.8 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 26.7 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 52.9 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 119.2 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 65 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 52.6 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 96.1 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 69.6 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 13.4 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 17.1 MB 13. Assessing your model/10. Section Recap.srt 5.3 KB 13. Assessing your model/2. Accuracy paradox.mp4 8.3 MB 13. Assessing your model/2. Accuracy paradox.srt 3.3 KB 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 37.9 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 146.1 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 39.3 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 56.6 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 22.1 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 99.9 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 104.4 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 12.2 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 110.8 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 17.1 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 51.3 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 26.6 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 116.5 MB 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).srt 20.8 KB 14. Drawing insights from your model/7. Section Recap.mp4 13.4 MB 14. Drawing insights from your model/7. Section Recap.srt 4.8 KB 15. Model maintenance/1. Intro (what you will learn in this section).mp4 13.6 MB 15. Model maintenance/1. Intro (what you will learn in this section).srt 1 KB 15. Model maintenance/2. What does model deterioration look like.mp4 30.1 MB 15. Model maintenance/2. What does model deterioration look like.srt 6.8 KB 15. Model maintenance/3. Why do models deteriorate.mp4 109 MB 15. Model maintenance/3. Why do models deteriorate.srt 24.8 KB