machinelearning Algorithms for signal and imageprocessing Enables readers to understand the fundamental concepts of machine and deep learning techniques with interactive, real-life applications within signal and ima...
详细信息
ISBN:
(数字)9781119861843;9781119861836
ISBN:
(纸本)9781119861829
machinelearning Algorithms for signal and imageprocessing Enables readers to understand the fundamental concepts of machine and deep learning techniques with interactive, real-life applications within signal and imageprocessing.machinelearning Algorithms for signal and imageprocessing aids the reader in designing and developing real-world applications using advances in machinelearning to aid and enhance speech signalprocessing, imageprocessing, computer vision, biomedical signalprocessing, adaptive filtering, and text processing. It includes signalprocessing techniques applied for pre-processing, feature extraction, source separation, or data decompositions to achieve machinelearning tasks. Written by well-qualified authors and contributed to by a team of experts within the field, the work covers a wide range of important topics, such as:
Speech recognition, image reconstruction, object classification and detection, and text processing
Healthcare monitoring, biomedical systems, and green energy
How various machine and deep learning techniques can improve accuracy, precision rate recall rate, and processing time
Real applications and examples, including smart sign language recognition, fake news detection in social media, structural damage prediction, and epileptic seizure detection
Professionals within the field of signal and imageprocessing seeking to adapt their work further will find immense value in this easy-to-understand yet extremely comprehensive reference work. It is also a worthy resource for students and researchers in related fields who are looking to thoroughly understand the historical and recent developments that have been made in the field.
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