Machine Learning

By lm111 , 18 January 2020

KungFu is a novel distributed machine learning framework for TensorFlow.

By prp , 17 May 2019

Crossbow is a multi-GPU system for training deep learning models that allows users to choose freely their preferred batch size, however small, while scaling to multiple GPUs.

Crossbow utilises modern GPUs better than other systems by training multiple model replicas on the same GPU. When the batch size is sufficiently small to leave GPU resources unused, Crossbow trains a second model replica, a third, etc., as long as training throughput increases.

By wculhane , 13 April 2016

Stream processing has witnessed an uptake in modern real-time data analytics applications, ranging from credit fraud detection to clickstream analysis. The key challenge for these applications is to process a continuous stream of input records (e.g. credit card transactions, click and search term logs) at a high rate and low latency.