Luca Oneto,
Nicolò Navarin,
Alessandro Sperduti,
Davide Anguita
e.a.
Recent Trends in Learning From Data
Tutorials from the INNS Big Data and Deep Learning Conference (INNSBDDL2019)
Paperback Engels 2021 9783030438852Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
This book offers a timely snapshot and extensive practical and theoretical insights into the topic of learning from data. Based on the tutorials presented at the INNS Big Data and Deep Learning Conference, INNSBDDL2019, held on April 16-18, 2019, in Sestri Levante, Italy, the respective chapters cover advanced neural networks, deep architectures, and supervised and reinforcement machine learning models. They describe important theoretical concepts, presenting in detail all the necessary mathematical formalizations, and offer essential guidance on their use in current big data research.
Specificaties
ISBN13:9783030438852
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
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Inhoudsopgave
Introduction: Recent Trends in Learning From Data.- Learned data structures.- Deep Randomized Neural Networks.- Tensor Decompositions and Practical Applications.- Deep learning for graphs.- Limitations of Shallow Networks.- Fairness in Machine Learning.- Online Continual Learning on Sequences.
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