Neural networks literature review
intelligent system(software engineering degree)
This assignment requires you to write a technical report on a classification dataset of your choice. You should first give a background literature review on the topic of the dataset, you should then provide a design of the neural network used including justifications of design choices. You should comment on how well the network performed and cite the performance data such as the classification accuracy, confusion matrixes and performance under noise.
1. Background literature review
Your background literature review should explain the topic of choice and explore the problem in detail. The literature review should explain the input values, the classifications and any other important information about the problem. You should also consider if any other research has attempted to solve this problem before and compare your results with those.
2. Neural Network design choices
In this section you should explain the various design choices available to you for training your neural network. Such choices might include: Network architecture, hidden layer depth, the number of processing elements per layer, the use of genetic optimisation on: input space/No. of processing elements/learning rate/momentum. Your design
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