IID vs. Non-IID Data: Choosing the Right Machine Learning and Deep Learning Algorithms

Dec 6, 2024 · 14 min read · Introduction In the domain of machine learning (ML) and deep learning (DL), a primary assumption upheld by numerous algorithms is that the data is Independent and Identically Distributed (IID). This indicates that each data point is sourced independe...