国外技术干货：Google-Large Scale Deep Learning-Jeff-Dean-CIKM-keynote-Nov2014

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2025-03-28 0 0 7.84MB 80 页 5.9玖币
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Joint work with many colleagues at Google
Large Scale Deep Learning
Jeff Dean
How Can We Build More Intelligent Computer
Systems?
Need to perceive and understand the world
Basic speech and vision capabilities!
Language understanding!
User behavior prediction!
…
How can we do this?
•Cannot write algorithms for each task we want to
accomplish separately!
•Need to write general algorithms that learn from
observations
Can we build systems that:!
•Generate understanding from raw data!
•Solve difficult problems to improve Google’s products!
•Minimize software engineering effort !
•Advance state of the art in what is possible
Plenty of Data
•Text: trillions of words of English + other languages!
•Visual: billions of images and videos!
•Audio: thousands of hours of speech per day!
•User activity: queries, result page clicks, map requests, etc.!
•Knowledge graph: billions of labelled relation triples!
•...
Image Models
摘要：

JointworkwithmanycolleaguesatGoogleLargeScaleDeepLearningJeffDeanHowCanWeBuildMoreIntelligentComputerSystems?NeedtoperceiveandunderstandtheworldBasicspeechandvisioncapabilities!Languageunderstanding!Userbehaviorprediction!…Howcanwedothis?•Cannotwritealgorithmsforeachtaskwewanttoaccomplishseparately!...

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