NCA-GENL - Core Machine Learning and AI Knowledge - Section 1.4

Use diverse machine learning algorithms including XGBoost.

Compare supervised learning algorithms - decision trees, random forests, and gradient-boosted trees - and recognise the scenarios where each excels. Apply XGBoost for structured tabular data, and understand why its regularisation and tree-pruning approach frequently outperforms simpler ensembles on classification and regression benchmarks.

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