| 000 | 04152cam a2200733 i 4500 | ||
|---|---|---|---|
| 001 | 22962735 | ||
| 003 | JO-AjAnu | ||
| 005 | 20240610092232.0 | ||
| 008 | 230207t20202020caua e 001 0 eng d | ||
| 010 | _a 2022278837 | ||
| 015 |
_aGBC0C4821 _2bnb |
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| 016 | 7 |
_a019897979 _2Uk |
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| 020 |
_a9781492045526 _q(paperback) |
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| 020 |
_a1492045527 _q(paperback) |
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| 035 | _a(OCoLC)on1184463764 | ||
| 040 |
_aSRB _beng _cSRB _erda _dOQX _dGO3 _dOCLCO _dOCLCF _dCLE _dUKMGB _dCDX _dUAP _dOCLCO _dOCL _dOCLCO _dOCLCQ _dDLC _dJO-AjAnu |
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| 041 |
_aeng _heng |
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| 042 | _alccopycat | ||
| 050 | 0 | 0 |
_aQA76.9.D343 _bH69 2020 |
| 082 | 0 | 4 |
_a006.312 _223 |
| 100 | 1 |
_aHoward, Jeremy _c(Scientist), _eauthor. |
|
| 245 | 1 | 0 |
_aDeep learning for coders with fastai and PyTorch : _bAI applications without a PhD / _cJeremy Howard and Sylvain Gugger ; [foreword by Soumith Chintala]. |
| 250 | _aFirst edition. | ||
| 264 | 1 |
_aSebastopol, California : _bO'Reilly Media, Inc., _c2020. |
|
| 264 | 4 | _c©2020 | |
| 300 |
_axxiv, 594 pages : _billustrations (chiefly color) ; _c24 cm |
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| 336 |
_atext _btxt _2rdacontent |
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| 336 |
_astill image _bsti _2rdacontent |
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| 337 |
_aunmediated _bn _2rdamedia |
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| 338 |
_avolume _bnc _2rdacarrier |
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| 500 | _a"Powered by jupyter"--Cover | ||
| 500 | _aIncludes index | ||
| 505 | 0 | _aPart 1. Deep Learning Journey. Your Deep Learning Journey -- From Model to Production -- Data Ethics -- Part 2. Understanding fastai's Applications. Under the Hood: Training a Digit Classifier -- Image Classification --Other Computer Vision Problems -- Training a State-of-the-Art Model -- Collaborative Filtering Deep Dive -- Tabular Modeling Deep Dive -- NLP Deep Dive: RNNs -- Data Munging with fastai's Mid-Level API -- Part 3. Foundations of Deep Learning. A Language Model from Scratch -- Convolutional Neural Networks -- ResNets -- Application Architectures Deep Dive -- The Training Process -- Part 4. Deep Learning from Scratch. A Neural Net from the Foundations -- CNN Interpretation with CAM -- A fastai Learner from Scratch -- Concluding Thoughts. | |
| 520 | _aDeep learning has the reputation as an exclusive domain for math PhDs. Not so. With this book, programmers comfortable with Python will learn how to get started with deep learning right away. Using PyTorch and the fastai deep learning library, you'll learn how to train a model to accomplish a wide range of tasks-including computer vision, natural language processing, tabular data, and generative networks. At the same time, you'll dig progressively into deep learning theory so that by the end of the book you'll have a complete understanding of the math behind the library's functions. | ||
| 650 | 0 | _aData mining. | |
| 650 | 0 | _aNatural language processing (Computer science) | |
| 650 | 0 | _aMachine learning. | |
| 650 | 0 | _aPython (Computer program language) | |
| 650 | 0 | _aArtificial intelligence. | |
| 650 | 2 | _aData Mining | |
| 650 | 2 | _aNatural Language Processing | |
| 650 | 2 | _aArtificial Intelligence | |
| 650 | 6 | _aExploration de données (Informatique) | |
| 650 | 6 | _aTraitement automatique des langues naturelles. | |
| 650 | 6 | _aApprentissage automatique. | |
| 650 | 6 | _aPython (Langage de programmation) | |
| 650 | 6 | _aIntelligence artificielle. | |
| 650 | 7 |
_aartificial intelligence. _2aat |
|
| 650 | 7 |
_aNatural language processing (Computer science) _2fast _0(OCoLC)fst01034365 |
|
| 650 | 7 |
_aData mining. _2fast _0(OCoLC)fst00887946 |
|
| 650 | 7 |
_aArtificial intelligence. _2fast _0(OCoLC)fst00817247 |
|
| 650 | 7 |
_aMachine learning. _2fast _0(OCoLC)fst01004795 |
|
| 650 | 7 |
_aNeural networks (Computer science) _2fast _0(OCoLC)fst01036260 |
|
| 650 | 7 |
_aPython (Computer program language) _2fast _0(OCoLC)fst01084736 |
|
| 655 | 2 | _aHandbook | |
| 655 | 7 |
_aHandbooks and manuals. _2lcgft |
|
| 655 | 7 |
_aGuides et manuels. _2rvmgf |
|
| 700 | 1 |
_aGugger, Sylvain, _eauthor. |
|
| 700 | 1 |
_aChintala, Soumith, _ewriter of foreword. |
|
| 710 | 2 | _aSafari, an O'Reilly Media Company. | |
| 906 |
_a7 _bcbc _ccopycat _d2 _encip _f20 _gy-gencatlg |
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| 942 |
_2lcc _cBK _n0 |
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| 999 |
_c33526 _d33526 |
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