Application of FPGA to Real‐Time Machine Learning Hardware Reservoir Computers and Software Image Processing /

• Κύριος συγγραφέας: Antonik, Piotr (Συγγραφέας, http://id.loc.gov/vocabulary/relators/aut)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Έκδοση: 1st ed. 2018.
• Σειρά: Springer Theses, Recognizing Outstanding Ph.D. Research,
• Θέματα: Lasers.; Photonics.; Optical data processing.; Computational intelligence.; Artificial intelligence.; Optics, Lasers, Photonics, Optical Devices.; Image Processing and Computer Vision.; Computational Intelligence.; Artificial Intelligence.

This book lies at the interface of machine learning - a subfield of computer science that develops algorithms for challenging tasks such as shape or image recognition, where traditional algorithms fail - and photonics - the physical science of light, which underlies many of the optical communication...

Πίνακας περιεχομένων:

• Introduction
• Online Training of a Photonic Reservoir Computer
• Backpropagation with Photonics
• Photonic Reservoir Computer with Output Feedback
• Towards Online-Trained Analogue Readout Layer
• Real-Time Automated Tissue Characterisation for Intravascular OCT Scans
• Conclusion and Perspectives.