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微软深度学习的最近进展_微软人工智能首席科学家邓力
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2016-04-12
14:56:48
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微软人工智能首席科学家邓力博士在上海IEEE-ICASSP2016大会上的演讲报告。本报告分为深度学习的机器感知、机器认知和未来挑战三大部分,着重介绍了机器认知部分,总结了微软在深度学习方面的最新进展。
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Deep Learning for AI
from Machine Perception to Machine Cognition
Li Deng
Chief Scientist of AI,
Microsoft Applications/Services Group (ASG) &
MSR Deep Learning Technology Center (DLTC)
Thanks go to many colleagues at DLTC & MSR, collaborating universities,
and at Microsoft’s engineering groups (ASG+)
A Plenary Presentation at IEEE-ICASSP, March 24, 2016
2
Definition
Deep learning is a class of machine learning algorithms that
[1](pp199–200)
• use a cascade of many layers of nonlinear processing .
• are part of the broader machine learning field of learning
representations of data facilitating end-to-end optimization.
• learn multiple levels of representations that correspond to
hierarchies of concept abstraction
• …, …
3
Artificial intelligence (AI) is the intelligence exhibited by
machines or software. It is also the name of the academic field
of study on how to create computers and computer software
that are capable of intelligent behavior.
Artificial general intelligence (AGI) is the intelligence of a (hypothetical) machine
that could successfully perform any intellectual task that a human being can. It is
a primary goal of artificial intelligence research and an important topic for science
fiction writers and futurists. Artificial general intelligence is also referred to as
"strong AI“…
AI/(A)GI & Deep Learning: the main thesis
AI/GI = machine perception (speech, image, video, gesture,
touch...)
+ machine cognition (natural language, reasoning,
attention, memory/learning,
knowledge, decision making, action,
interaction/conversation, …)
GI: AI that is flexible, general, adaptive, learning from 1
st
principles
Deep Learning + Reinforcement/Unsupervised Learning
AI/GI
4
AI/GI & Deep Learning: how AlphaGo fits
AI/GI = machine perception (speech, image, video, gesture,
touch...)
+ machine cognition (natural language, reasoning,
attention, memory/learning,
knowledge, decision making, action,
interaction/conversation, …)
AGI: AI that is flexible, general, adaptive, learning from 1
st
principles
Deep Learning + Reinforcement/Unsupervised Learning
AI/AGI
5
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- taotieisme2016-06-06不错的资源,值得收藏学习。
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