Mid-term project of the "Machine Learning" course at Polytechnic university of Madrid. Mostly, it is related to EDA, different machine learning models and table data. There are two problems: classification and regression.
Contents:
- Methodology to develop Machine Learning models
- The problem description. Obstructive sleep apnea (OSA) case study
- Data preparation
- Regression problem (EDA, feature selection, regression models and results)
- Classification problem (EDA, feature selection, classification models and results)
- Conclusions