Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included

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Date:
10/06/19 at 12:00pm GMT+1
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File size:
5.8 GB in 99 files

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bca31c785441d485036978a31d29f516dbafb3d5


File list

  • Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included
  • icon 1. Get Excited/1. Welcome to Data Science A-Z™.mp4 22.8 MB
    icon 1. Get Excited/1. Welcome to Data Science A-Z™.vtt 6.7 KB
    icon 1. Get Excited/2. BONUS Learning Paths.html 2.4 KB
    icon 10. Multiple Linear Regression/1. Intro (what you will learn in this section).mp4 18.5 MB
    icon 10. Multiple Linear Regression/1. Intro (what you will learn in this section).vtt 1.8 KB
    icon 10. Multiple Linear Regression/10. Section Recap.mp4 12.1 MB
    icon 10. Multiple Linear Regression/10. Section Recap.vtt 6.1 KB
    icon 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.mp4 3.4 MB
    icon 10. Multiple Linear Regression/2. Caveat assumptions of a linear regression.vtt 2.5 KB
    icon 10. Multiple Linear Regression/3. Get the dataset.mp4 10.2 MB
    icon 10. Multiple Linear Regression/3. Get the dataset.vtt 5.8 KB
    icon 10. Multiple Linear Regression/4. Dummy Variables.mp4 29.9 MB
    icon 10. Multiple Linear Regression/4. Dummy Variables.vtt 11 KB
    icon 10. Multiple Linear Regression/5. Dummy Variable Trap.mp4 9 MB
    icon 10. Multiple Linear Regression/5. Dummy Variable Trap.vtt 3.2 KB
    icon 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.mp4 21.9 MB
    icon 10. Multiple Linear Regression/6. Ways to build a model BACKWARD, FORWARD, STEPWISE.vtt 21.1 KB
    icon 10. Multiple Linear Regression/7. Backward Elimination - Practice time.mp4 32 MB
    icon 10. Multiple Linear Regression/7. Backward Elimination - Practice time.vtt 22.1 KB
    icon 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.mp4 66.2 MB
    icon 10. Multiple Linear Regression/8. Using Adjusted R-squared to create Robust models.vtt 13.6 KB
    icon 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.mp4 63.3 MB
    icon 10. Multiple Linear Regression/9. Interpreting coefficients of MLR.vtt 16.7 KB
    icon 11. Logistic Regression/1. Intro (what you will learn in this section).mp4 25.3 MB
    icon 11. Logistic Regression/1. Intro (what you will learn in this section).vtt 2.4 KB
    icon 11. Logistic Regression/2. Get the dataset.mp4 7 MB
    icon 11. Logistic Regression/2. Get the dataset.vtt 5.1 KB
    icon 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.mp4 26.8 MB
    icon 11. Logistic Regression/3. Binary outcome YesNo-Type Business Problems.vtt 12 KB
    icon 11. Logistic Regression/4. Logistic regression intuition.mp4 33.3 MB
    icon 11. Logistic Regression/4. Logistic regression intuition.vtt 22.6 KB
    icon 11. Logistic Regression/5. Your first logistic regression.mp4 30.1 MB
    icon 11. Logistic Regression/5. Your first logistic regression.vtt 10.6 KB
    icon 11. Logistic Regression/6. False Positives and False Negatives.mp4 17.9 MB
    icon 11. Logistic Regression/6. False Positives and False Negatives.vtt 10.4 KB
    icon 11. Logistic Regression/7. Confusion Matrix.mp4 8.4 MB
    icon 11. Logistic Regression/7. Confusion Matrix.vtt 6.6 KB
    icon 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.mp4 36.6 MB
    icon 11. Logistic Regression/8. Interpreting coefficients of a logistic regression.vtt 12.7 KB
    icon 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).mp4 11 MB
    icon 12. Building a robust geodemographic segmentation model/1. Intro (what you will learn in this section).vtt 1.7 KB
    icon 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.mp4 24.4 MB
    icon 12. Building a robust geodemographic segmentation model/10. Model is Ready and Section Recap.vtt 8.3 KB
    icon 12. Building a robust geodemographic segmentation model/2. Get the dataset.mp4 19 MB
    icon 12. Building a robust geodemographic segmentation model/2. Get the dataset.vtt 10.5 KB
    icon 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.mp4 12.6 MB
    icon 12. Building a robust geodemographic segmentation model/3. What is geo-demographic segmenation.vtt 6.9 KB
    icon 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.mp4 25 MB
    icon 12. Building a robust geodemographic segmentation model/4. Let's build the model - first iteration.vtt 11.3 KB
    icon 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.mp4 66.7 MB
    icon 12. Building a robust geodemographic segmentation model/5. Let's build the model - backward elimination STEP-BY-STEP.vtt 15.1 KB
    icon 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.mp4 36.7 MB
    icon 12. Building a robust geodemographic segmentation model/6. Transforming independent variables.vtt 13.3 KB
    icon 12. Building a robust geodemographic segmentation model/7. Creating derived variables.mp4 28.7 MB
    icon 12. Building a robust geodemographic segmentation model/7. Creating derived variables.vtt 7.8 KB
    icon 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.mp4 58.2 MB
    icon 12. Building a robust geodemographic segmentation model/8. Checking for multicollinearity using VIF.vtt 10.4 KB
    icon 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.mp4 33.9 MB
    icon 12. Building a robust geodemographic segmentation model/9. Correlation Matrix and Multicollinearity Intuition.vtt 10.3 KB
    icon 13. Assessing your model/1. Intro (what you will learn in this section).mp4 6.4 MB
    icon 13. Assessing your model/1. Intro (what you will learn in this section).vtt 1 KB
    icon 13. Assessing your model/10. Section Recap.mp4 9.2 MB
    icon 13. Assessing your model/10. Section Recap.vtt 4.8 KB
    icon 13. Assessing your model/2. Accuracy paradox.mp4 4.5 MB
    icon 13. Assessing your model/2. Accuracy paradox.vtt 3 KB
    icon 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).mp4 20.9 MB
    icon 13. Assessing your model/3. Cumulative Accuracy Profile (CAP).vtt 14.5 KB
    icon 13. Assessing your model/4. How to build a CAP curve in Excel.mp4 84.4 MB
    icon 13. Assessing your model/4. How to build a CAP curve in Excel.vtt 19.7 KB
    icon 13. Assessing your model/5. Assessing your model using the CAP curve.mp4 21 MB
    icon 13. Assessing your model/5. Assessing your model using the CAP curve.vtt 9.4 KB
    icon 13. Assessing your model/6. Get my CAP curve template.mp4 14.4 MB
    icon 13. Assessing your model/6. Get my CAP curve template.vtt 8.8 KB
    icon 13. Assessing your model/7. How to use test data to prevent overfitting your model.mp4 10.6 MB
    icon 13. Assessing your model/7. How to use test data to prevent overfitting your model.vtt 4.9 KB
    icon 13. Assessing your model/8. Applying the model to test data.mp4 58.5 MB
    icon 13. Assessing your model/8. Applying the model to test data.vtt 9.6 KB
    icon 13. Assessing your model/9. Comparing training performance and test performance.mp4 58.2 MB
    icon 13. Assessing your model/9. Comparing training performance and test performance.vtt 14.9 KB
    icon 14. Drawing insights from your model/1. Intro (what you will learn in this section).mp4 6 MB
    icon 14. Drawing insights from your model/1. Intro (what you will learn in this section).vtt 872 B
    icon 14. Drawing insights from your model/2. Power insights from your CAP.mp4 58.3 MB
    icon 14. Drawing insights from your model/2. Power insights from your CAP.vtt 19 KB
    icon 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 9.9 MB
    icon 14. Drawing insights from your model/3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).vtt 5.1 KB
    icon 14. Drawing insights from your model/4. Odds ratio (advanced topic).mp4 27.3 MB
    icon 14. Drawing insights from your model/4. Odds ratio (advanced topic).vtt 11.5 KB
    icon 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 14.3 MB
    icon 14. Drawing insights from your model/5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).vtt 9.5 KB
    icon 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).mp4 63.6 MB
    icon 14. Drawing insights from your model/6. Deriving insights from your coefficients (advanced topic).vtt 18.5 KB
    icon 14. Drawing insights from your model/7. Section Recap.mp4 7.3 MB
    icon 14. Drawing insights from your model/7. Section Recap.vtt 4.3 KB
    icon 15. Model maintenance/1. Intro (what you will learn in this section).mp4 6.8 MB
    icon 15. Model maintenance/1. Intro (what you will learn in this section).vtt 993 B
    icon 15. Model maintenance/2. What does model deterioration look like.mp4 15.8 MB
    icon 15. Model maintenance/2. What does model deterioration look like.vtt 5.9 KB
    icon 15. Model maintenance/3. Why do models deteriorate.mp4 57.7 MB
    icon 15. Model maintenance/3. Why do models deteriorate.vtt 22.2 KB

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