Deep Learning for the Web

Kyomin Jung, Byoung-Tak Zhang, Prasenjit Mitra
2015 Proceedings of the 24th International Conference on World Wide Web - WWW '15 Companion  
Deep learning is a machine learning technology that automatically extracts higher-level representations from raw data by stacking multiple layers of neuron-like units. The stacking allows for extracting representations of increasingly-complex features without time-consuming, offline feature engineering. Recent success of deep learning has shown that it outperforms state-of-the-art systems in image processing, voice recognition, web search, recommendation systems, etc [1]. A lot of
more » ... le big data processing systems including IBM Watson's Jeopardy Contest 2011, Google Now, Facebook's face recognition system, and the voice recognition systems by Google and Microsoft use deep learning [2][3][6]. Deep learning has a huge potential to improve the intelligence of the web and the web service systems by efficiently and effectively mining big data on the Web[4][5].
doi:10.1145/2740908.2741982 dblp:conf/www/JungZM15 fatcat:5tkrrrwvcjbcxhcoyck4sqmoxy