000 04337nam a22005415i 4500
001 978-3-030-37591-1
003 DE-He213
005 20240423125023.0
007 cr nn 008mamaa
008 200123s2020 sz | s |||| 0|eng d
020 _a9783030375911
_9978-3-030-37591-1
024 7 _a10.1007/978-3-030-37591-1
_2doi
050 4 _aQ325.5-.7
072 7 _aUYQM
_2bicssc
072 7 _aMAT029000
_2bisacsh
072 7 _aUYQM
_2thema
082 0 4 _a006.31
_223
245 1 0 _aGuide to Deep Learning Basics
_h[electronic resource] :
_bLogical, Historical and Philosophical Perspectives /
_cedited by Sandro Skansi.
250 _a1st ed. 2020.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2020.
300 _aVIII, 140 p. 12 illus., 4 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 _aMathematical Logic: Mathematics of Logic or Logic Of Mathematics? -- The McCulloch–Pitts Paper from the Perspective of Mathematical Logic -- From the Linguistic Turn to the Cognitive Turn and Back Again -- Why not Fuzzy Logic? -- Meaning as Use: From Wittgenstein to Google’s Word2Vec -- Rudolf Carnap, the Grandfather of Artificial Neural Networks: The Influence of Carnap’s Philosophy on Walter Pitts -- A Lost Croatian Cybernetic Machine Translation Program -- The Architecture of Geoffrey Hinton -- Machine Learning and the Philosophical Problems of Induction -- The Artificial Intelligence Singularity: What it Is and What it Is Not -- AI-Completeness: Using Deep Learning to Eliminate the Human Factor -- Transhumanism and Artificial Intelligence: Philosophical Aspects.
520 _aThis stimulating text/reference presents a philosophical exploration of the conceptual foundations of deep learning, presenting enlightening perspectives that encompass such diverse disciplines as computer science, mathematics, logic, psychology, and cognitive science. The text also highlights select topics from the fascinating history of this exciting field, including the pioneering work of Rudolf Carnap, Warren McCulloch, Walter Pitts, Bulcsú László, and Geoffrey Hinton. Topics and features: Provides a brief history of mathematical logic, and discusses the critical role of philosophy, psychology, and neuroscience in the history of AI Presents a philosophical case for the use of fuzzy logic approaches in AI Investigates the similarities and differences between the Word2vec word embedding algorithm, and the ideas of Wittgenstein and Firth on linguistics Examines how developments in machine learning provide insights into thephilosophical challenge of justifying inductive inferences Debates, with reference to philosophical anthropology, whether an advanced general artificial intelligence might be considered as a living being Investigates the issue of computational complexity through deep-learning strategies for understanding AI-complete problems and developing strong AI Explores philosophical questions at the intersection of AI and transhumanism This inspirational volume will rekindle a passion for deep learning in those already experienced in coding and studying this discipline, and provide a philosophical big-picture perspective for those new to the field. Dr. Sandro Skansi is an Assistant Professor of Logic at the University of Zagreb, Croatia.
650 0 _aMachine learning.
650 0 _aComputational intelligence.
650 0 _aTechnology
_xPhilosophy.
650 0 _aComputers
_xHistory.
650 1 4 _aMachine Learning.
650 2 4 _aComputational Intelligence.
650 2 4 _aPhilosophy of Technology.
650 2 4 _aHistory of Computing.
700 1 _aSkansi, Sandro.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030375904
776 0 8 _iPrinted edition:
_z9783030375928
776 0 8 _iPrinted edition:
_z9783030375935
856 4 0 _uhttps://doi.org/10.1007/978-3-030-37591-1
912 _aZDB-2-SCS
912 _aZDB-2-SXCS
942 _cSPRINGER
999 _c173315
_d173315