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020 _a9783031206399
_9978-3-031-20639-9
024 7 _a10.1007/978-3-031-20639-9
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
072 7 _aUYQ
_2bicssc
072 7 _aCOM004000
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082 0 4 _a006.3
_223
100 1 _aSomani, Ayush.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aInterpretability in Deep Learning
_h[electronic resource] /
_cby Ayush Somani, Alexander Horsch, Dilip K. Prasad.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aXX, 466 p. 176 illus., 172 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aChapter 1. Introduction -- Chapter 2. Neural networks for deep learning -- Chapter 3. Knowledge Encoding and Interpretation -- Chapter 4. Interpretation in Specific Deep Learning Architectures -- Chapter 5. Fuzzy Deep Learning.
520 _aThis book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of deep learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of computer vision, optics and machine learning related topic. The book can be used as a monograph on interpretability in deep learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition. .
650 0 _aArtificial intelligence.
650 0 _aOperations research.
650 0 _aKnowledge management.
650 0 _aComputer vision.
650 1 4 _aArtificial Intelligence.
650 2 4 _aOperations Research and Decision Theory.
650 2 4 _aKnowledge Management.
650 2 4 _aComputer Vision.
700 1 _aHorsch, Alexander.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aPrasad, Dilip K.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031206382
776 0 8 _iPrinted edition:
_z9783031206405
776 0 8 _iPrinted edition:
_z9783031206412
856 4 0 _uhttps://doi.org/10.1007/978-3-031-20639-9
912 _aZDB-2-SCS
912 _aZDB-2-SXCS
942 _cSPRINGER
999 _c173538
_d173538