XferNAS: Transfer Neural Architecture Search

• Published in: Machine Learning and Knowledge Discovery in Databases Vol. 12459; pp. 247 - 262
• Main Author: Wistuba, Martin
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: AutoML; Metalearning; Neural Architecture Search

The term Neural Architecture Search (NAS) refers to the automatic optimization of network architectures for a new, previously unknown task. Since testing an architecture is computationally very expensive, many optimizers need days or even weeks to find suitable architectures. However, this search ti...