no code implementations • 25 Oct 2023 • Satyandra Guthula, Navya Battula, Roman Beltiukov, Wenbo Guo, Arpit Gupta
In ML for network security, traditional workflows rely on high-quality labeled data and manual feature engineering, but limited datasets and human expertise hinder feature selection, leading to models struggling to capture crucial relationships and generalize effectively.
1 code implementation • 15 Jun 2023 • Roman Beltiukov, Wenbo Guo, Arpit Gupta, Walter Willinger
This issue is commonly referred to as the generalizability problem of ML models.