BT5153 Applied Machine Learning for Business Analytics

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Lecture 8 ML Model Modelling

In-class Material

  1. Slides

  2. Notebook

Extra Reading

  1. Ensemble Learning Techniques Tutorial

  2. Deep Learning Tips and Tricks cheatsheet

  3. Why do tree-based models still outperform deep learning on tabular data?

  4. Do not sleep on traditional machine learning: Simple and interpretable techniques are competitive to deep learning for sleep scoring

  5. Explainability for Large Language Models: A Survey

  6. SHAP & LIME for Model Explanation