Juan Carlos Olamendyjuancolamendy.hashnode.dev·Jun 4, 2024Practical ML: Addressing Class ImbalanceEver wondered why your machine learning model is failing to detect rare but critical events? Picture this: You're developing a model to diagnose a rare disease, but despite your best efforts, it keeps missing those crucial cases. This isn't just frus...Machine Learning
Juan Carlos Olamendyjuancolamendy.hashnode.dev·Mar 8, 2024Tackling the Challenge of Imbalanced Datasets: A Comprehensive GuideHave you ever trained a model that seemed perfect during development but performed poorly in real-life scenarios, especially when dealing with rare events or classes? This is a common pitfall when working with imbalanced datasets, a prevalent issue i...Deep Learning
Pius Mutumamutuma.hashnode.dev·Dec 19, 2023Navigating the Complexity of Imbalanced Datasets in Machine LearningData is always dynamic, existing in different forms. Real-world scenarios are continuously changing, thus shifting the data that feeds into machine learning models, leading to what is known as data distribution shifts. These shifts can significantly ...imbalaced datasets
