Advance Machine Learning — Summer 2023

(i) Answer the following. 1. Explain WordNet in short. 2. Define reinforcement learning. 3. List the applications of GAN. (ii) List the applications and types of recurrent neural network.

Differentiate machine leaning and deep learning.

(i) Discuss automata in natural language processing. (ii)Explain SARSA algorithm in brief.

Explain following: i. Exploding gradient problem ii. Vanishing gradient problem

Discuss backpropagation with reference to training of neural networks.

Discuss the concept of convolutional neural network in brief.

Explain value function in reinforcement learning.

Briefly discuss generative adversarial Network in detail.

Write short note on recurrent neural network.

Explain long short-term memory network.

Explain deep convolutional GAN in detail.

Discuss the concept of markov decision process.

Write short note on Q-Learning algorithm.

Explain text tokenization using regular expressions in NLP.

Write a code snippet of reading and writing an image in OpenCV using python.

Explain part of speech tagging with appropriate example.

Explain sentimental analysis with example.