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020 _a9783030665197
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024 7 _a10.1007/978-3-030-66519-7
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050 4 _aTK5101-5105.9
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072 7 _aTEC041000
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072 7 _aTJK
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082 0 4 _a621.382
_223
245 1 0 _aAdvanced Deep Learning for Engineers and Scientists
_h[electronic resource] :
_bA Practical Approach /
_cedited by Kolla Bhanu Prakash, Ramani Kannan, S.Albert Alexander, G. R. Kanagachidambaresan.
250 _a1st ed. 2021.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2021.
300 _aXVII, 285 p. 281 illus., 261 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
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490 1 _aEAI/Springer Innovations in Communication and Computing,
_x2522-8609
505 0 _aIntroduction -- Introduction to ANN -- Introduction to Deep Learning -- Deep Soft Computing using Python -- Working with Keras -- Deep learning Applications using Python -- Advanced Deep learning techniques -- Conclusion.
520 _aThis book provides a complete illustration of deep learning concepts with case-studies and practical examples useful for real time applications. This book introduces a broad range of topics in deep learning. The authors start with the fundamentals, architectures, tools needed for effective implementation for scientists. They then present technical exposure towards deep learning using Keras, Tensorflow, Pytorch and Python. They proceed with advanced concepts with hands-on sessions for deep learning. Engineers, scientists, researches looking for a practical approach to deep learning will enjoy this book. Presents practical basics to advanced concepts in deep learning and how to apply them through various projects; Discusses topics such as deep learning in smart grids and renewable energy & sustainable development; Explains how to implement advanced techniques in deep learning using Pytorch, Keras, Python programming.
650 0 _aTelecommunication.
_910437
650 0 _aComputational intelligence.
_97716
650 0 _aMachine learning.
_91831
650 0 _aData mining.
_93907
650 1 4 _aCommunications Engineering, Networks.
_931570
650 2 4 _aComputational Intelligence.
_97716
650 2 4 _aMachine Learning.
_91831
650 2 4 _aData Mining and Knowledge Discovery.
_951412
700 1 _aPrakash, Kolla Bhanu.
_eeditor.
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_4http://id.loc.gov/vocabulary/relators/edt
_951413
700 1 _aKannan, Ramani.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_951414
700 1 _aAlexander, S.Albert.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_951415
700 1 _aKanagachidambaresan, G. R.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_951416
710 2 _aSpringerLink (Online service)
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773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030665180
776 0 8 _iPrinted edition:
_z9783030665203
776 0 8 _iPrinted edition:
_z9783030665210
830 0 _aEAI/Springer Innovations in Communication and Computing,
_x2522-8609
_951418
856 4 0 _uhttps://doi.org/10.1007/978-3-030-66519-7
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
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