Machine Learning System and Infrastructure

Update: 2016-12-08

Description

It is evident that when machine learning meets big data, it is vital to have a powerful system/infrastructure to support the distributed training task. In recent years, people have used different frameworks for this purpose, including iterative MapReduce, parameter server, and data flow. In this session, we are going to discuss how to enhance these frameworks from both system and algorithmic perspectives, and how to implement parallel machine learning algorithms under these frameworks. In addition, we will discuss the future trend of machine learning system and infrastructure and how to push its frontier through close collaboration between academia and industry.

Comments

In Channel

Hopcroft Interview

2017-08-0901:52

Microsoft Research Asia Research Groups

2017-08-0900:51

Artificial Intelligence Research at Microsoft Research Asia

2017-01-0300:34

Future Talent 2040

2016-12-1401:02:22

MSR AI Engage – Learning and Intelligence

2016-12-0852:07

Machine Learning: Theory Meets Application

2016-12-0801:17:11

Deep Learning and Reinforcement Learning

2016-12-0801:07:21

Social Multimedia and Visual Q&A

2016-12-0857:51

Learning for Vision and Multimedia

2016-12-0801:03:59

Machine Learning System and Infrastructure

2016-12-0801:02:14

Urban Big Data and Urban Computing

2016-12-0801:09:22

3D Real World Capturing and Reconstruction

2016-12-0855:59

Robotics

2016-12-0859:00

Machine Learning: Generative vs. Discriminative

2016-12-0801:00:14

AI and Psychology

2016-12-0848:37

微软计算思维

2016-12-0202:43

Learning at Scale as a Driver of Innovation

2016-11-1546:05

Panel – Engaging with AI: How Human and Machine can Work Together to Shape the Future

2016-11-1544:06

Chasing the Next Big Thing: Why Top Companies are Betting on Research

2016-11-1544:54

A Science of Cyber – Security?

2016-11-1543:43

00:00

Machine Learning System and Infrastructure

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Machine Learning System and Infrastructure

Microsoft Research Asia

Machine Learning System and Infrastructure