What is predicate logic? How it can be used for knowledge representation.
[5 marks]Give difference between propositional logic and predicate logic.
[5 marks]Explain supervised machine learning with an example.
[5 marks]Explain Support vector machine (SVM) Algorithm.
[5 marks]Explain Decision tree classification algorithm.
[5 marks]What is a cost function? How it can be used to minimize error.
[5 marks]Write a simple python code for linear regression.
[5 marks]What is regression? Explain Linear regression in detail.
[5 marks]Perform linear regression on this dataset. Use Y=aX+b for a single variable. Here, Yis a predictable variable and Xis an independent variable. Find sales in the 7th week.
[5 marks]Explain Difference between linear regression and logistic regression.
[5 marks]Explain logistic regression with an example.
[5 marks]What are the different problems that occur in machine learning during the training phase? Explain it in detail.
[5 marks]Explain regularization technique.
[5 marks]Explain the difference between supervised and unsupervised learning.
[5 marks]Explain types of clustering in detail.
[5 marks]What are clustering algorithms, and what is their primary objective in data analysis?
[5 marks]How does the K-Means cluster algorithm work, and what are its advantages and disadvantages?
[5 marks]