| 000 | 02630cam a2200553Ki 4500 | ||
|---|---|---|---|
| 001 | 9781003240167 | ||
| 003 | FlBoTFG | ||
| 005 | 20240213122827.0 | ||
| 006 | m o d | ||
| 007 | cr cnu---unuuu | ||
| 008 | 211007s2022 flu ob 001 0 eng d | ||
| 040 |
_aOCoLC-P _beng _erda _epn _cOCoLC-P |
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| 020 |
_a9781003240167 _q(electronic bk.) |
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| 020 |
_a100324016X _q(electronic bk.) |
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| 020 |
_a9781000505610 _q(electronic bk. : EPUB) |
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| 020 |
_a1000505618 _q(electronic bk. : EPUB) |
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| 020 |
_a9781000505535 _q(electronic bk. : PDF) |
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| 020 |
_a1000505537 _q(electronic bk. : PDF) |
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| 020 | _z9781032131757 | ||
| 020 | _z1032131756 | ||
| 020 | _z9781032146140 | ||
| 020 | _z1032146141 | ||
| 035 | _a(OCoLC)1273728584 | ||
| 035 | _a(OCoLC-P)1273728584 | ||
| 050 | 4 |
_aQ325.5 _b.C43 2022eb |
|
| 072 | 7 |
_aCOM _x014000 _2bisacsh |
|
| 072 | 7 |
_aCOM _x094000 _2bisacsh |
|
| 072 | 7 |
_aMAT _x042000 _2bisacsh |
|
| 072 | 7 |
_aUMB _2bicssc |
|
| 082 | 0 | 4 |
_a006.3/1 _223 |
| 100 | 1 |
_aChauhan, Vinod Kumar, _eauthor. |
|
| 245 | 1 | 0 |
_aStochastic optimization for large-scale machine learning / _cVinod Kumar Chauhan. |
| 250 | _aFirst edition. | ||
| 264 | 1 |
_aBoca Raton : _bCRC Press, _c2022. |
|
| 300 | _a1 online resource. | ||
| 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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| 505 | 0 | _aOptimisation problem, solvers, challenges and research directions -- Mini-batch and block-coordinate approach -- Variance reduction methods -- Learning and data access -- Mini-batch block-coordinate Newton method -- Stochastic trust region inexact Newton method -- Conclusion and future scope. | |
| 520 |
_a"Stochastic Optimization for Large-scale Machine Learning identifies different areas of improvement and recent research directions to tackle the challenge. Developed optimisation techniques are also explored to improve machine learning algorithms based on data access and on first and second order optimisation methods. The book will be a valuable reference to practitioners and researchers as well as students in the field of machine learning"-- _cProvided by publisher. |
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| 588 | _aOCLC-licensed vendor bibliographic record. | ||
| 650 | 0 |
_aMachine learning _xStatistical methods. |
|
| 650 | 0 | _aBig data. | |
| 650 | 0 | _aMathematical optimization. | |
| 650 | 0 | _aStochastic processes. | |
| 650 | 7 |
_aCOMPUTERS / Computer Science _2bisacsh |
|
| 856 | 4 | 0 |
_3Taylor & Francis _uhttps://www.taylorfrancis.com/books/9781003240167 |
| 856 | 4 | 2 |
_3OCLC metadata license agreement _uhttp://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf |
| 999 |
_c5123 _d5123 |
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