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Cookie akzeptierenImplementations and Applications of Machine Learning
- Springer International Publishing
- 2021
- Taschenbuch
- 292 Seiten
- ISBN 9783030378325
This book provides step-by-step explanations of successful implementations and practical applications of machine learning. The book¿s GitHub page contains software codes to assist readers in adapting materials and methods for their own use. A wide variety of applications are discussed, including wireless mesh network and power systems optimization; computer vision; image and facial recognition; protein prediction; data mining; and data discovery. Numerous state-of-the-art machine learning techniques are employed (with detailed explanations), including biologically-inspired optimization (genetic and other evolutionary algorithms, swarm intelligence); Viola Jones face detection; Gaussian mixture modeling; support vector machines; deep convolutional neural networks with performance enhancement techniques (including network design, learning rate optimization, data
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