| 000 | 03041nam a22005175i 4500 | ||
|---|---|---|---|
| 001 | 978-3-031-40677-5 | ||
| 003 | DE-He213 | ||
| 005 | 20251030110821.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 231006s2024 sz | s |||| 0|eng d | ||
| 020 |
_a9783031406775 _9978-3-031-40677-5 |
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| 024 | 7 |
_a10.1007/978-3-031-40677-5 _2doi |
|
| 050 | 4 | _aTK7895.E42 | |
| 072 | 7 |
_aUKM _2bicssc |
|
| 072 | 7 |
_aCOM092000 _2bisacsh |
|
| 072 | 7 |
_aUKM _2thema |
|
| 245 | 1 | 0 |
_aEmbedded Machine Learning for Cyber-Physical, IoT, and Edge Computing _h[electronic resource] : _bUse Cases and Emerging Challenges / _cedited by Sudeep Pasricha, Muhammad Shafique. |
| 250 | _a1st ed. 2024. | ||
| 264 | 1 |
_aCham : _bSpringer Nature Switzerland : _bImprint: Springer, _c2024. |
|
| 300 |
_aXV, 571 p. 220 illus., 211 illus. in color. _bonline resource. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
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| 338 |
_aonline resource _bcr _2rdacarrier |
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| 347 |
_atext file _bPDF _2rda |
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| 520 | _aThis book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits. Discusses efficient implementation of machine learning in embedded, CPS, IoT, and edge computing; Offers comprehensive coverage of hardware design, software design, and hardware/software co-design and co-optimization; Describes real applications to demonstrate how embedded, CPS, IoT, and edge applications benefit from machine learning. | ||
| 650 | 0 |
_aEmbedded computer systems. _964625 |
|
| 650 | 0 | _aElectronic circuits. | |
| 650 | 0 |
_aCooperating objects (Computer systems). _964303 |
|
| 650 | 1 | 4 | _aEmbedded Systems. |
| 650 | 2 | 4 | _aElectronic Circuits and Systems. |
| 650 | 2 | 4 |
_aCyber-Physical Systems. _965638 |
| 700 | 1 |
_aPasricha, Sudeep. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _966329 |
|
| 700 | 1 |
_aShafique, Muhammad. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _966330 |
|
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer Nature eBook | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783031406768 |
| 776 | 0 | 8 |
_iPrinted edition: _z9783031406782 |
| 776 | 0 | 8 |
_iPrinted edition: _z9783031406799 |
| 856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-40677-5 |
| 912 | _aZDB-2-ENG | ||
| 912 | _aZDB-2-SXE | ||
| 999 |
_c56376 _d56376 |
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