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Biography
Sepp Hochreiter is heading the Institute for Machine Learning,
the LIT AI Lab and the AUDI.JKU deep learning center at the
Johannes Kepler University of Linz and is director of the
Institute of Advanced Research in Artificial Intelligence
(IARAI). He is regarded as a pioneer of Deep Learning as he
discovered the fundamental deep learning problem: deep
neural networks are hard to train, because they suffer from the
now famous problem of vanishing or exploding gradients. He
is best known for inventing the long short-term memory
(LSTM) in his diploma thesis 1991 which was later published
in 1997. LSTMs have emerged into the best-performing
techniques in speech and language processing and are used in
Google’s Android, in Apple’s iOS, Google’s translate,
Amazon’s Alexa, and Facebook’s translation. Currently, Sepp
Hochreiter is advancing the theoretical foundation of Deep
Learning, investigates new algorithms for deep learning, and
reinforcement learning. His current research projects include
Deep Learning for climate change, smart cities, drug design,
for text and language analysis, for vision, and in particular for
autonomous driving.