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Anwendung von FPGA auf maschinelles Lernen in Echtzeit: Hardware Reservoir Computer a-
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eBay-Artikelnr.:395154699893
Artikelmerkmale
- Artikelzustand
- ISBN-13
- 9783319910529
- Book Title
- Application of FPGA to RealTime Machine Learning
- ISBN
- 9783319910529
- Subject Area
- Computers, Technology & Engineering, Science
- Publication Name
- Application of FPGA to Real‐Time Machine Learning : Hardware Reservoir Computers and Software Image Processing
- Publisher
- Springer International Publishing A&G
- Item Length
- 9.3 in
- Subject
- Lasers & Photonics, Physics / Optics & Light, Computer Vision & Pattern Recognition
- Publication Year
- 2018
- Series
- Springer Theses Ser.
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Weight
- 104.2 Oz
- Item Width
- 6.1 in
- Number of Pages
- Xxii, 171 Pages
Über dieses Produkt
Product Identifiers
Publisher
Springer International Publishing A&G
ISBN-10
3319910523
ISBN-13
9783319910529
eBay Product ID (ePID)
13038538619
Product Key Features
Number of Pages
Xxii, 171 Pages
Language
English
Publication Name
Application of FPGA to Real‐Time Machine Learning : Hardware Reservoir Computers and Software Image Processing
Publication Year
2018
Subject
Lasers & Photonics, Physics / Optics & Light, Computer Vision & Pattern Recognition
Type
Textbook
Subject Area
Computers, Technology & Engineering, Science
Series
Springer Theses Ser.
Format
Hardcover
Dimensions
Item Weight
104.2 Oz
Item Length
9.3 in
Item Width
6.1 in
Additional Product Features
Number of Volumes
1 vol.
Illustrated
Yes
Table Of Content
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.
Synopsis
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 communications technologies used in our information society. It provides a thorough introduction to reservoir computing and field-programmable gate arrays (FPGAs). Recently, photonic implementations of reservoir computing (a machine learning algorithm based on artificial neural networks) have made a breakthrough in optical computing possible. In this book, the author pushes the performance of these systems significantly beyond what was achieved before. By interfacing a photonic reservoir computer with a high-speed electronic device (an FPGA), the author successfully interacts with the reservoir computer in real time, allowing him to considerably expand its capabilities and range of possible applications. Furthermore, the author draws on his expertise in machine learning and FPGA programming to make progress on a very different problem, namely the real-time image analysis of optical coherence tomography for atherosclerotic arteries., 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.
LC Classification Number
QC685-689.55
Artikelbeschreibung des Verkäufers
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- -***6 (133)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufItem arrived as described and adequately packaged. Ridiculously long shipping time. Seller posts incorrect tracking number and lists the item as shipped. Contacted seller for correct tracking, received a new tracking number with the warning that the number won’t be “live” until the item is shipped. Will you get your item? Yeah, probably. Count on it being delivered 2-3 weeks longer than expected.
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