Engineering BE Electronics and Telecommunication Sem 6 Summer 2022 2022 EXTC Artificial Neural Networks And Fuzzy Logic Question Paper - Mumbai University | munotes
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Questions asked in this paper
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Q2 The network that involves backward links from output to the input and hidden layers is called as Automated vehicle is an example of In an Unsupervised learning Specific output values are given Specific output values are not given No specific Inputs are given Both inputs and outputs are given computes the output volume by computing dot product between all filters and image patch If an input image is a matrix of size 28 X 28 and a kernel/filter of size 7 X 7 witha stride of 1. What will be the size of the convoluted matrix?
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Q7 In a simple Multi-layer Perceptron neural network model with 10 neurons in the input layer, 4 neurons in the hidden layer and 1 neuron in the output layer. What is the size of the weight matrices between hidden output layer and input hidden In a fuzzy set, the membership function generally in ranges Three main basic features involved in characterizing membership function are Intuition, Inference and Rank ordering Weighted Average, Mean of maximum, Centroid Core, Support and Boundary In SVM, if the number of input features is 2, then the hyper plane is a Solve any Four out of Six (5 marks each) A Compare Artificial Neurons with Biological Neurons. Draw the structure of What are Support Vectors in Support Vectors Machines (SVM)? How SVM differs from conventional classifiers? What do you mean by K Means algorithm? Where is it used? What are the different types of Neural Network architectures? Prove Demorgans’s Theorem for the given two fuzzy sets F Fuzzy set and Fuzzy set B = {= Solve any Two out of Three (10 marks Each) A What is Mamdani Fuzzy Inference System (FIS) ? What is the use of knowledge base and rule base in FIS? Draw the block diagram of FIS Organize the given samples (1 1 0 0), (0 0 0 1), (1 0 0 0) into two clusters using Kohonen self-organizing map. Assume the learning rate as 0.1.The weight matrix is given by Design a fuzzy controller to determine the wash time of a fuzzy washing load. Consider 3 descriptors for both inputs and output. Show that wash time is high if clothes are soiled to higher degree Draw Hopfield network with four output nodes. List the steps involved in Draw the architecture of simple Convolution Neural Network. Define the following terms with respect to CNN
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