EEM7010 Your task is to train and analyze the performance of two neural network models: Intelligent systems Assignment, UOS, UK

University University of Sheffield (UOS)
Subject EEM7010 Intelligent Systems Assignment.

Introduction

Artificial Intelligence (AI) is the discipline that aims to understand the nature of human intelligence through the constriction of computer programs that imitate intelligent behavior. In AI, there are algorithms available for computers to behave as intelligent machines. This assignment requires you to submit a reflective report on AI Analysis, design and implementation task. Assessment will be based on quality of solution, documentation and function.

Hardware and Software

MATLAB/SIMULINK and Control toolbox.

Problem Statement and Tasks

The problem is about making a decision on fitting contact lenses, i.e., whether to fit the lens or not and what type of lens to fit. The data consists of four inputs and one output. 24 samples of data collected are given in Table 1 in Appendix, along with a description and options for the input and output.

Your task is to train and analyze the performance of two neural network models:

  • Supervised neural network
  • Unsupervised neural network

For the given data given in Appendix using the MATLAB Deep learning toolbox and write a report explaining your observations and results. Your report should also include the details of basics and background of supervised and unsupervised learning techniques, their working methodology and applications, together with step- by-step description of the important steps you follow in training the network when using the MATLAB toolbox.

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