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SGD on Hadoop for Big dATA & Huge Models

SGD on Hadoop for Big dATA & Huge Models

SGD on Hadoop for Big dATA & Huge Models. Alex Beutel Based on work done with Abhimanu Kumar, Vagelis Papalexakis , Partha Talukdar , Qirong Ho, Christos Faloutsos , and Eric Xing. Outline. When to use SGD for distributed learning Optimization Review of DSGD SGD for Tensors

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737 views • 64 slides
Anima Anandkumar

Anima Anandkumar

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711 views • 58 slides
Typed Tensor Decomposition of Knowledge Bases for Relation Extraction

Typed Tensor Decomposition of Knowledge Bases for Relation Extraction

Typed Tensor Decomposition of Knowledge Bases for Relation Extraction. Kai-Wei Chang, Scott Wen-tau Yih , Bishan Yang & Chris Meek Microsoft Research. Knowledge Base. Captures world knowledge by storing properties of millions of entities, as well as relations among them.

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589 views • 37 slides
TELCOM2125: Network Science and Analysis

TELCOM2125: Network Science and Analysis

School of Information Sciences University of Pittsburgh. TELCOM2125: Network Science and Analysis. Konstantinos Pelechrinis Spring 2016. Part 9: Composite Networks. Composite networks.

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315 views • 31 slides
Sparse Coding and Automatic Relevance Determination for Multi-way models

Sparse Coding and Automatic Relevance Determination for Multi-way models

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381 views • 18 slides
Sensing the Pulse of Urban Refueling Behavior

Sensing the Pulse of Urban Refueling Behavior

Sensing the Pulse of Urban Refueling Behavior. Fuzheng Zhang, David Wilkie , Yu Zheng, Xing Xie Microsoft Research Asia. Questions. How many liters of gas have been consumed in the past 1 hour in NYC? Which gas station in 3 miles has the shortest queue?. Goal.

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263 views • 0 slides

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