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“Today’s models can be trained on huge quantities of data, but that’s not enough,” says Bengio, who together with LeCun and Google’s Geoffrey Hinton is one of the original musketeers of deep learning. “We need to discover learning algorithms that can take better advantage of all this unlabeled data that’s sitting out there.”
“On our chip we bring the data as close as possible to the processing units, and move the data as little as possible,” Vivienne Sze. When run on an ordinary GPU, neural networks fetch the same image data multiple times. The MIT chip has 168 processing engines, each with its own dedicated memory nearby.
"A Deep and Autoregressive Approach for Topic Modeling of Multimodal Data". In this paper Hugo Larochelle explores how to successfully apply and extend DocNADE to multimodal data, such as simultaneous image classification and annotation.
There are infrastructure issues for deep learning. Facebook serves ads for 2 million advertisers a day; trillions of ads are ranked daily, and the company does 414 million daily language translations, such large volumes at such a rapid rate creates a huge infrastructure challenge.
Meet Partpic: After being licensed by a manufacturing company, PartPic obtains 360 degree photos and metadata of every part in the company’s inventory. A user can then can takes a photo of a specific part and PartPic’s software automatically identifies the name and model number of that part.
Learning Physical Intuition of Block Towers by Example - hear from Adam Lerer, Research Engineer at Facebook AI Research on exploring the ability of deep feedforward models to learn intuitive physics.
Conservation Metrics goal is to improve conservation by providing powerful new tools to monitor wildlife status, distribution, and population trends. They provide rigorous data for impact assessments, cost-effective tools for measuring ecological changes after restoration and management actions or development projects.
“The broad goal is to become the emotion layer of the Internet,” says Affectiva co-founder Rana el Kaliouby, a former MIT postdoc who invented the technology. “We believe there’s an opportunity to sit between any human-to-computer, or human-to-human interaction point, capture data, and use it to enrich the user experience.”
Tony Jebara and colleagues at Columbia University will work with oceanographers to understand what has caused an unusual plankton-like species to rapidly invade the Arabian Sea food chain, threatening fisheries that sustain more than 100 million people living at the sea's edge.
Nervana Systems wants to make deep learning more accessible by developing custom hardware built to process all that data. Hear their latest developments from CEO Naveen Rao in a panel session at the summit.
Discover advances in deep learning & smart artificial intelligence from the world's leading innovators. Learn from industry experts & academics in speech & image recognition, neural networks & big data. Explore how deep learning will impact communications, manufacturing, healthcare & transportation.
The summit will showcase the opportunities of advancing trends in deep learning and their impact on business & society. Will smart artificial intelligence finally rival human intelligence? Learn the latest technological advancements & industry trends from a global line-up of experts.
A unique opportunity to interact with business leaders, influential technologists, data scientists & entrepreneurs leading the deep learning revolution. Learn from & connect with 200+ industry innovators sharing best practices to advance the smart artificial intelligence revolution.
Deep Learning Algorithms
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Chief Knowledge Officer, NASA
"Excellent event. Good combination of highly technical and broader presentation that gave me a good understanding of the current state and potential of the Deep Learning" RE•WORK Deep Learning Summit San Fran 2015
Director of IoT Market Strategy, Xively
"'I’ve been to countless IoT events, and this was hands down one of the most interesting. It was nice to see actual people building actual connected products giving their perspective." RE•WORK IoT Summit Boston 2015
Future & Emerging Technologies Unit
"RE•WORK provided a unique mix of technology, from the exploration of latest scientific findings to startups that can make them a reality" RE•WORK Technology Summit London 2014
28 February 2017, London
The Deep Learning in Healthcare Summit will explore recent breakthroughs in technical advancements and healthcare applications, from algorithms that learn to recognise complex patterns within rich medical data, to analysing real world evidence for personalised medicine, to discovering the sequence specificities of DNA- binding proteins and how it can aid genome diagnostics.
23 March 2017, San Francisco
The Machine Intelligence in Autonomous Vehicles Summit brings together leading industry players, exciting new startups and breakthrough technological research to create safer, smarter and more efficient transport. The event will showcase the next generation of connected vehicles, powered by the internet of things, artificial intelligence, connected devices, sensors, virtual assistants, wearables and predictive intelligence.
23 March 2017, San Francisco
The Machine Intelligence Summit: where machine learning meets artificial intelligence. The rise of intelligent machines to make sense of data in the real world. Learn from the industry experts in speech & image recognition, natural language processing and computer vision. Explore how AI will impact transport, manufacturing, healthcare, retail and more.