02163nam a22002537a 450000500170000000800410001702000180005804000070007604100120008308200180009510000290011324500690014226000320021130000280024336500520027152013990032365000280172265000210175065000310177165000260180270000330182870000230186170000250188420260309112833.0260309b        |||||||| |||| 00| 0 eng d  a9783031648311  cAL  aEnglish  a001.535bMUTU  aChristopher Mutschler Ed  aUnlocking artificial intelligenceb: from theory to applications  aSwitzerlandbSpringerc2024  axvi,380p.bHBc24x16cm.  aIN-650b₹4230.30c₹d₹5518.00f27-01-2026  aThis open access book provides a state-of-the-art overview of current machine learning research and its exploitation in various application areas. It has become apparent that the deep integration of artificial intelligence (AI) methods in products and services is essential for companies to stay competitive. The use of AI allows large volumes of data to be analyzed, patterns and trends to be identified, and well-founded decisions to be made on an informative basis. It also enables the optimization of workflows, the automation of processes and the development of new services, thus creating potential for new business models and significant competitive advantages.
The book is divided in two main parts: First, in a theoretically oriented part, various AI/ML-related approaches like automated machine learning, sequence-based learning, deep learning, learning from experience and data, and process-aware learning are explained. In a second part, various applications are presented that benefit from the exploitation of recent research results. These include autonomous systems, indoor localization, medical applications, energy supply and networks, logistics networks, traffic control, image processing, and IoT applications.
Overall, the book offers professionals and applied researchers an excellent overview of current exploitations, approaches, and challenges of AI/ML-related research.  aArtificial Intelligence  aMachine Learning  aData Science and Analytics  aComputer Applications  a Münzenmayer, Christian Ed  aUhlmann, Norman Ed  aMartin, Alexander Ed