What is an AI? Explain AI Techniques.
[5 marks]Explain Predicate logic.and Convert facts into predicate logic. 1 . Marcus was a man. 2. Marcus was a Pompeian. 3. Some Pompeians were Romans. 4. Caesar was a ruler. 5. All Romans were either loyal to Caesar or hated him.
[5 marks]Give the difference between Classification and Regression.
[5 marks]Explain supervised machine learning with an example.
[5 marks]Explain unsupervised learning with an example.
[5 marks]What is regression? Explain Linear regression in detail.
[5 marks]Explain the difference between simple linear regression and multiple linear regression.
[5 marks]What is a cost function ? How it can be used to minimize error
[5 marks]What is gradient descent in linear regression? Explain the different steps for gradient descent.
[5 marks]What are the different problems that occur in machine learning during the training phase? explain it in detail.
[5 marks]Explain Decision Tree algorithm.
[5 marks]Explain logistic regression with an example.
[5 marks]Explain SVM.
[5 marks]How does the K-Means clustering algorithm work, and what are its advantages and disadvantages?
[5 marks]Explain various types of clustering.
[5 marks]What are clustering algorithms, and what is their primary objective in data analysis?.
[5 marks]Provide examples of real-world applications for clustering algorithms in various domains
[5 marks]