Machine learning involves strategically iterating and improving ... However, they are prone to overfitting. This week and next, we will explore strategies like pruning to avoid overfitting with ...
Deep neural networks (DNNs) have revolutionized machine learning, yet their success defies classical expectations. They perform exceptionally well even in overparameterized scenarios, where models ...
This module will focus on the ensemble methods decision trees, bagging, and random forests, which combine multiple models to improve prediction accuracy and reduce overfitting. Decision Trees are a ...