Seminár z kognitívnej vedy a umelej inteligencie - Ondrej Šuch (16.4.2019)
v utorok 16.4.2019 o 16:30 hod., v miestnosti I/23
Od: Igor Farkaš
Prednášajúci: doc. Mgr. Ondrej Šuch, PhD. (Katedra informačných sietí, Žilinská univerzita)
Názov: Funkcia a implementácia synapsií v umelých inteligentných systémoch
Termín: 16.4.2019, 16:30 hod., I/23
The past decade has witnessed enormous growth in research and applications of machine learning techniques. Modern deep learning techniques have beaten humans in several important benchmarks, yet it is clear that intelligence available in today's systems lags behind even the simplest animals. Part of the lag is theoretical, since there is little agreement on how to build connectionist systems. We would like to draw inspiration from biology, but there is still only fragmentary understanding of learning mechanisms in animal nervous systems. The other critical hurdle that needs to be cleared is what hardware should be used to implement future artificial intelligence systems. In our talk we will present our work on memristors, a promising nanotechnology device that may serve to emulate synapses in the next generation of artificial neural networks. Our results will be framed within the context of competition between deep learning and neuromorphic approaches to artificial intelligence.