Fundamentals

• Tác giả: Peter Marwedel, Katharina Morik
• Ngôn ngữ: eng
• ISBN-13: 978-3110785937
• ISBN-13: 978-3110785944
• ISBN-13: 978-3110786125
• Thông tin xuất bản: Berlin ; Boston : De Gruyter, 2022
• Mô tả vật lý: 1 electronic resource (491 p.)
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 344230
• Chủ đề: 1. Algorithms & data structures; 2. Artificial intelligence; 3. Computer networking & communications; 4. Chemistry; 5. Databases

Tóm tắt

Volume 1 establishes the foundations of this new field. It goes through all the steps from data collection, their summary and clustering, to different aspects of resource-aware learning, i.e., hardware, memory, energy, and communication awareness. Machine learning methods are inspected with respect to resource requirements and how to enhance scalability on diverse computing architectures ranging from embedded systems to large computing clusters.