01731oam 2200421I 450 991070780840332120170110110541.0(CKB)5470000002468479(OCoLC)965779972(EXLCZ)99547000000246847920161211d2016 ua 0engurmn||||a||||txtrdacontentcrdamediacrrdacarrierStudent loans, oversight of servicemembers' interest rate cap could be strengthened : report to Ranking Member, Committee on Homeland Security and Governmental Affairs, U.S. Senate[Washington, D.C.] :United States Government Accountability Office,2016.1 online resource (ii, 64 pages) color illustrations"November 2016.""GAO-17-4."Includes bibliographical references.Student loans, oversight of servicemembers' interest rate cap could be strengthened Student loansUnited StatesSoldiersEducation, Non-militaryUnited StatesInterest ratesUnited StatesStudent loansSoldiersEducation, Non-militaryInterest ratesEmrey-Arras Melissa1398456United States.Congress.Senate.Committee on Homeland Security and Governmental Affairs,DIDDIDGPOBOOK9910707808403321Student loans, oversight of servicemembers' interest rate cap could be strengthened : report to Ranking Member, Committee on Homeland Security and Governmental Affairs, U.S. Senate3496842UNINA04022nam 22006135 450 991039272150332120200704040811.03-319-91053-110.1007/978-3-319-91053-6(CKB)4100000004243982(DE-He213)978-3-319-91053-6(MiAaPQ)EBC5398382(PPN)227399382(EXLCZ)99410000000424398220180518d2018 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierApplication of FPGA to Real‐Time Machine Learning Hardware Reservoir Computers and Software Image Processing /by Piotr Antonik1st ed. 2018.Cham :Springer International Publishing :Imprint: Springer,2018.1 online resource (XXII, 171 p. 68 illus., 8 illus. in color.) Springer Theses, Recognizing Outstanding Ph.D. Research,2190-50533-319-91052-3 Includes bibliographical references.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.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.Springer Theses, Recognizing Outstanding Ph.D. Research,2190-5053LasersPhotonicsOptical data processingComputational intelligenceArtificial intelligenceOptics, Lasers, Photonics, Optical Deviceshttps://scigraph.springernature.com/ontologies/product-market-codes/P31030Image Processing and Computer Visionhttps://scigraph.springernature.com/ontologies/product-market-codes/I22021Computational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Lasers.Photonics.Optical data processing.Computational intelligence.Artificial intelligence.Optics, Lasers, Photonics, Optical Devices.Image Processing and Computer Vision.Computational Intelligence.Artificial Intelligence.621.36Antonik Piotrauthttp://id.loc.gov/vocabulary/relators/aut833854BOOK9910392721503321Application of FPGA to Real‐Time Machine Learning2518841UNINA