Optimization for Machine Learning mini-project: Random search comparisons for hyperparameter optimization

Yuan Vincent (287639), Lepeytre Hugo (283059), Bitsakis Theodoros (322942)

Research

We decided to focus our research in hyperparameter optimization. We benchmarked different models - classical ones like manual fine-tuning and grid search, but also more uncommon ones like random search. We also benchmarked our own extended random search in this mini-project.

Dataset and model

We decided to use a public Heart Attack Dataset

Report

You can find our report which summarize our work, research and result in the report.pdf file

Code

You can find our code in the Opti_for_ML.ipynb file