Foundations of Deep Learning

by Fengxiang He and Dacheng Tao

Deep learning has significantly reshaped a variety of technologies, such as image processing, natural language processing, and audio processing. The excellent generalizability of deep learning is like a "cloud" to conventional complexity-based learning theory: the over-parameterization of deep learning makes almost all existing tools vacuous. This irreconciliation considerably undermines the confidence of deploying deep learning to security-critical...

• Format: Hardcover
• Language: English
• ISBN: 9811682321
• ISBN13: 9789811682322
• Release Date: December 2024
• Publisher: Springer
• Length: 284 Pages