SL: Classification

Question 1

What does Classification Algo predict?

Answer 1

It can predict Categorical (Non Numeric Values)

Question 2

What does Linear Regression Algo predict?

Answer 2

It can predict Numeric Values

Question 3

Email is spam or not spam is best predicted by?

Answer 3

Classification Algo

Question 4

Which algo can Predict Car price?

Answer 4

Linear Regression Algo

Question 5

Which algo can Predict Movie Rating?

Answer 5

Linear Regression Algo

Question 6

Which algo can Predict customer is going to default on the Loan or not.?

Answer 6

Classification Algo

Question 7

Which algo can Predict probability of a person having diabetes?

Answer 7

Classification Algo

Question 8

Logistic Regression comes under which algorithmic

Answer 8

Classification Algo

Question 9

Decision Tree comes under which Algo?

Answer 9

Classification Algo

Question 10

Which Lib is used for Logistic Regression.

Answer 10

Sklearn Lib

Question 11

What is regression?

Answer 11

Regression refers to a statistical technique used to analyze the relationship between one or more independent variables and a dependent variable.

Question 12

Linear Regression and Logistic Regression are both supervised learning algorithms.?

Answer 12

Yes

Question 13

Linear Regression solve which problem?

Answer 13

Regression Problem

Question 14

Logistic Regression solve which problem

Answer 14

Classification Problem

Question 15

What is the functionality of Linear regression?

Answer 15

Estimate the dependent variable when there is a change in independent variable.

Question 16

What is the functionality of Logistic egression?

Answer 16

Calculate the posibility of an event occuring.

Question 17

What would be the curve of linear regression?

Answer 17

Straight Line.

Question 18

What would be the curve of Logistic Regression?

Answer 18

S curve or Sigmoid function

Question 19

What is Sigmoid function

Answer 19

The sigmoid function is a mathematical function that maps any input value to a value between 0 and 1. It has an S-shaped curve and is often used in machine learning and artificial intelligence algorithms.

Question 20

what will be the output of Linear Regression?

Answer 20

Any Numeric value.

Question 21

What will be the output of Logistic regression?

Answer 21

Specific Numeric / Non-Numeric value.

Question 22

Predict GDP of a country is solved by which algo?

Answer 22

Linear Regression

Question 23

Predict Product price is solved by which algo?

Answer 23

Linear Regression

Question 24

Predict Team Score is solved by which algo?

Answer 24

Liner Regression

Question 25

Predict House value is solved by which algo?

Answer 25

Linear Regression

Question 26

Predict Credit card transaction is fraud solved by which algo?

Answer 26

Logistic regression

Question 27

Predict customer will take a loan is solved by which algo?

Answer 27

Logistic Regression

Question 28

What is the meaning of odds in statistics?

Answer 28

Likelihood of an event occurring

Question 29

what is Odds Ratio?

Answer 29

likelihood of that an event will occur divided by probability of event will not occur.

Question 30

Odds Ratio Formula?

Answer 30

P/1-P

Question 31

Odds Ratio Formula for two events?

Answer 31

Odds A/Odds B

Question 32

Coefficient of Logistic regression?

Answer 32

Log of Odds

Question 33

What is Coefficient of Logistic regression?

Answer 33

“Imagine you have a group of 100 children, and you want to know how many of them like chocolate cake. You ask each child if they like chocolate cake, and 60 of them say “yes” while 40 say “no”.

Now, let’s say you want to predict if a new child will like chocolate cake or not based on some other information you have about them, like their age or their favorite color. This is where logistic regression comes in.

Logistic regression uses the information you have about the children to calculate a number called the “log odds”. The log odds tell you how likely it is that a child will like chocolate cake based on the information you have about them.

Question 34

what is sigmoid function?

Answer 34

sigmoid function is a mathematical function that maps any input value to a value between 0 and 1.

Question 35

Sigmoid function curve looks like?

Answer 35

S shaped Curve

Question 36

When the input value is very small, the output value of Sigmoid function is close to ?

Answer 36

0

Question 37

When the input value is very High, the output value of Sigmoid function is close to ?

Answer 37

1

Question 38

where we use sigmoid function?

Answer 38

sigmoid function is often used in logistic regression to model the probability of a binary outcome