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Optional (35 Marks) SUPERVISED LEARNING (Classification and Regression) General -Algorithm Tool Box General - Concepts- normalisation; curse of dimensionality; no free lunch; overfitting and generalisation

Optional (35 Marks) SUPERVISED LEARNING (Classification and Regression) General -Algorithm Tool Box General - Concepts- normalisation; curse of dimensionality; no free lunch; overfitting and generalisation General - Techniques - data preparation; feature selection; dimensionality reduction; sampling; cross-validation; optimisation - hyperparameter tuning; measuring performance; ensemble modelling (achieving diversity) Focused - one algorithm in depth Focused - Overfitting and generalisation - algorithms Focused - ANN and Linear Regression

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