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Neural Network

Task 1: - Preprocessing
Complete the function prepare_dataset that loads the data records from the text file, and converts the information to numpy arrays.
Build Classifiers
Complete the build_ * _classifier functions. There are four functions of this type to implement in the provided python file (nearest neighbours, decision trees, neural networks and support vector machines).
These classifiers have hyperparameters that affect the capacity/complexity of the classifier, you should use cross-validation to estimate the best value of one of these hyperparameters for each type of classifier. In this assignment, for the sake of time, we only consider one hyperparameter per classifier. You are free to choose the hyperparameter, but here are some suggestions;

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