communication bottleneck

Architects Research Society

Oct 19, 2015 · Artificial Intelligence

Efficient Distributed Machine Learning on Azure: Overcoming Communication Bottlenecks

The article discusses Microsoft’s research on scalable distributed machine‑learning on Azure, highlighting the challenges of communication overhead, the use of Vowpal Wabbit and Statistical Query Model techniques, and proposing algorithms that reduce iteration counts to achieve faster, cost‑effective predictive analytics for large‑scale data.