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Quiz on Supervised Learning

Authored by B Prameela

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KG

Used 4+ times

Quiz on Supervised Learning
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20 questions

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1.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which of the following is a supervised learning algorithm?

K-means clustering

Decision tree

Principal Component Analysis (PCA)

Apriori algorithm

2.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

In supervised learning, the training dataset consists of:

Input features only

Output labels only

Input features and output labels

None of the above

3.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which supervised learning algorithm is known for its ability to handle both classification and regression tasks?

Support Vector Machines (SVM)

Random Forest

K-nearest neighbors (KNN)

Linear Regression

4.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

The main objective of a classification algorithm in supervised learning is to:

Predict continuous values

Determine the optimal number of clusters

Assign input data to predefined categories or classes

Identify patterns in unlabeled data

5.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which supervised learning algorithm is based on the concept of 'nearest neighbors'?

K-means clustering

Decision tree

Naive Bayes

K-nearest neighbors (KNN)

6.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which algorithm is used to minimize the errors between predicted and actual outputs in supervised learning?

Decision tree

Gradient Boosting

K-means clustering

Principal Component Analysis (PCA)

7.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which algorithm is prone to overfitting in supervised learning?

Logistic Regression

Support Vector Machines (SVM)

K-means clustering

Linear Regression

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