Drug classification with hyperparameter tuning
B R Akshay, Sini Raj Pulari, T. S. Murugesh, Shriram K. Vasudevan · Machine Learning · 2024
Chapter 6 explores drug identification and classification, focusing on hyperparameter tuning to enhance model performance. It introduces the concept and importance of hyperparameters, delves into the power of GridSearchCV for automating optimal hyperparameter values, and demonstrates its application in KNN, MLP, and RF models with practical examples and code. The goal is to equip readers with the knowledge and skills to optimize models and unlock their full potential.