Artificial Intelligence (AI) – Previous Year Questions
202 questions from past UGC NET Paper 2 – Computer Science papers, each with the correct answer. Open any question for its explanation.
- Given that refers to learning rate and x refers i ith to the input to the neuron, Which of the followings most suitably describes the weight updation rule of a Kohonen SOM? (where ' j ' jth refers to the neuron in the l…
- Match List I with List II. List I: A. Decision Tree, B. Supervised Learning, C. Artificial Neural Network, D. Instance Based Learning. List II: I. Delta Learning Rule, II. Self Organizing Map, III. C4.5 Algorithm, IV. N…
- Which of the following are correct for the neural network? A. The training time depends upon the size of network. B. Neural network can be simulated on the conventional computer. C. Neural network mimic the same way as…
- Which of the following is not a component of the classic Planning Definition?
- Which one of the following is not related to the feed forward networks on the Backpropagation Algorithm
- Match List - I with List - II.
- Arrange the following steps in proper sequence involved in a Genetic Algorithm : (A) Selection (B) Initialization (C) Crossover (D) Mutation (E) Evaluation
- Arrange the following steps in a proper sequence for the process of training a neural network. (A) Weight initialization (B) Feed forward (C) Back Propagation (D) Loss Calculation (E) Weight Update
- Match List - I with List - II. (D) Expert system (IV) A machine learning technique that finds the hyper plane that best separates different class in a feature space.
- What is the role of Back Propagation Algorithm?
- Which of the following is/are the application area(s) of ANN ? (A) Natural Language Processing (B) Image Processing (C) Pattern Recognition (D) Speech Recognition
- Artificial Neural Networks (ANNs) are inspired by :
- Which of the following layers may be more than one in number ?
- What is a perceptron in ANN ?
- Arrange the following examples of Artificial Intelligence (AI) in the order of increasing complexity : A. Spam email detection using rule-based systems. B. Handwritten digit recognition using shallow neural networks. C.…
- For the following Parents in figure (1) and (2) : Which is correct?
- The Cardinality of a fuzzy set is :
- The parameter Actual count is used in Genetic Algorithm (GA) for :
- In Genetic Algorithm's cross over operation, mask in used in ?
- Which of the following genetic algorithm operations is computationally most expensive?
- What is the generic structure of a Multi-Agent System (MAS)?
- A point of a fuzzy set A is a point x X at which μA(x) = 0. 5
- In a feed-forward neural network with the following specifications : The input layer has 4 neurons, hidden layer has 3 neurons, and output layer has 2 neurons using the sigmoid activation function for given input values…
- Which of the following are commonly used parsing techniques in NLP (Natural Language Processing) for syntactic analysis? (A) Top-down parsing (B) Bottom Up parsing (C) Dependency parsing (D) Statistical machine translat…
- Match List - I with List - II. b. A* II. Incomplete even if the search space is finite
- Match List - I with List - II.
- Arrange the following encoding strategies used in Genetic Algorithms (GAs) in the correct sequence starting from the initial step and ending with the final representation of solutions : (a) Binary Encoding (b) Real valu…
- Arrange the following steps in the correct sequence for applying an unsupervised learning technique such as K-means clustering to a data set: (a) Randomly initialize cluster centroids (b) Assign each data point to neare…
- Given below are two statements: Statement I: Fuzzifier is a part of a fuzzy system Statement II: Inference engine is a part of fuzzy system In the light of the above statements, choose the most appropriate answer from t…
- Match List I with List II. List I: A. Expert system, B. Fuzzy system, C. Operator in genetic algorithm, D. Supervised technique. List II: I. Decision tree, II. Scramble, III. Inference engine, IV. Mycin.