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AI

Where The FPGA Hits The Server Road For Inference Acceleration

October 15, 2018 Bhavesh Patel 3

There are an increasing number of ways to do machine learning inference in the datacenter, but one of the increasingly popular means of running inference workloads is the combination of traditional CPUs acting as a host for FPGAs that run the bulk of the inferring. …

AI

Teasing Out The Bang For The Buck Of Inference Engines

October 12, 2018 Timothy Prickett Morgan 3

There is a battle heating up in the datacenter, and there are tens of billions of dollars at stake as chip makers chase the burgeoning market for engines that do machine learning inference. …

AI

Google Rounds Out Insight into TPU Architecture and Inference

September 19, 2018 Nicole Hemsoth Prickett 0

This week we have heard much about the inference side of the deep learning workload, with a range of startups emerging at the AI Hardware Summit. …

AI

Facebook Sounds Opening Bell for AI Inference Hardware Makers

September 13, 2018 Nicole Hemsoth Prickett 0

Gentlemen (and women), start your inference engines.

One of the world’s largest buyers of systems is entering evaluation mode for deep learning accelerators to speed services based on trained models. …

AI

First Wave of Spiking Neural Network Hardware Hits

September 11, 2018 Nicole Hemsoth Prickett 6

Over the last several years we have seen many new hardware architectures emerge for deep learning training but this year, inference will have its turn in the spotlight. …

AI

Xilinx Unveils xDNN FPGA Architecture for AI Inference

August 27, 2018 Nicole Hemsoth Prickett 2

FPGAs might not have carved out a niche in the deep learning training space the way some might have expected but the low power, high frequency needs of AI inference fit the curve of reprogrammable hardware quite well. …

AI

A Mythic Approach to Deep Learning Inference

August 23, 2018 Nicole Hemsoth Prickett 0

Another Hot Chips conference has ended with yet another deep learning architecture to consider. …

AI

Even at the Edge, Scale is the Real Challenge

February 13, 2018 Jeffrey Burt 0

Neural networks live on data and rely on computational firepower to help them take in that data, train on it and learn from it. …

AI

Google Research Pushing Neural Networks Out of the Datacenter

August 8, 2017 Nicole Hemsoth Prickett 3

Google has been at the bleeding edge of AI hardware development with the arrival of its TPU and other system-scale modifications to make large-scale neural network processing efficient and fast. …

AI

Does Google’s TPU Investment Make Sense Going Forward?

April 12, 2017 Timothy Prickett Morgan 8

Google created quite a stir when it released architectural details and performance metrics for its homegrown Tensor Processing Unit (TPU) accelerator for machine learning algorithms last week. …

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TNP  offers in-depth coverage of high-end computing at large enterprises, supercomputing centers, hyperscale data centers, and public clouds. Read more…

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