AI in 2006
2 milestones in artificial intelligence
ResearchDeep Learning Dawn
Deep Belief Networks: Hinton Revives Deep Learning
Geoffrey Hinton published 'A Fast Learning Algorithm for Deep Belief Nets,' showing that deep neural networks could be effectively trained by pre-training each layer as a restricted Boltzmann machine. This solved the long-standing problem of training networks with many layers.
Geoffrey HintonSimon OsinderoUniversity of Toronto
CompetitionDeep Learning Dawn
The Netflix Prize
Netflix offered $1 million to anyone who could improve their recommendation algorithm by 10%. The competition attracted thousands of teams and ran for 3 years (won in 2009). It popularized collaborative filtering, matrix factorization, and ensemble methods.
Netflix