1. Generally, which of the following method(s) is used for predicting continuous dependent variable?
1. Linear Regression
2. Logistic Regression

2. A correlation between age and health of a person found to be -1.09. On the basis of this you would tell the doctors that:

3. Which of the following offsets, do we use in case of least square line fit? Suppose horizontal axis is independent variable and vertical axis is dependent variable.

4. Suppose we have generated the data with help of polynomial regression of degree 3 (degree 3 will perfectly fit this data). Now consider below points and choose the option based on these points.
1.Simple Linear regression will have high bias and low variance.
2. Simple Linear regression will have low bias and high variance.
3. polynomial of degree 3 will have low bias and high variance.
4. Polynomial of degree 3 will have low bias and Low variance.

5. Suppose you are training a linear regression model. Now consider these points.
1. Overfitting is more likely if we have less data.
2. Overfitting is more likely when the hypothesis space is small.

6. Which of the following is true about “Ridge” or “Lasso” regression methods in case of feature selection?

7. Which of the following metrics can be used for evaluating regression models?
1. R Squared
2. Adjusted R Squared
3. F Statistics
4. RMSE / MSE / MAE

8. We can also compute the coefficient of linear regression with the help of an analytical method called “Normal Equation”. Which of the following is/are true about “Normal Equation”?
1. We don’t have to choose the learning rate.
2. It becomes slow when number of features is very large.
3. No need to iterate

9. How many coefficients do you need to estimate in a simple linear regression model (One independent variable)?

10. Below graphs show two fitted regression lines (A & B) on randomly generated data. Now, I want to find the sum of residuals in both cases A and B.
1. Scale is same in both graphs for both axis.
2. X axis is independent variable and Y-axis is dependent variable.

Which of the following statement is true about sum of residuals of A and B?