Effective Prevention of Semantic Drift in Continual Deep Learning

• Published in: Intelligent Data Engineering and Automated Learning – IDEAL 2022 pp. 456 - 464
• Main Authors: Saadi, Khouloud, Taimoor Khan, Muhammad
• Format: Book Chapter
• Language: English
• Published: Cham Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: ang-DEN; Catastrophic forgetting; Continual deep learning; Semantic drift

Lifelong machine learning or continual learning models attempt to learn incrementally by accumulating knowledge across a sequence of tasks. Therefore, these models learn better and faster. They are used in various intelligent systems that have to interact with humans or any dynamic environment. Dyna...