AI Algorithm Path

Jun 19, 2025 · Artificial Intelligence

Training Neural Networks with Minimal Labeled Data Using Active Learning

This article explains how active learning can dramatically reduce the amount of labeled data required for training deep neural networks by selecting the most informative and representative samples, and provides a complete Python implementation of a hybrid query strategy (DBAL) with ResNet‑18.