AI
Deep Dive On Google’s Exascale TPUv4 AI Systems
It seems like we have been talking about Google’s TPUv4 machine learning accelerators for a long time, and that is because we have been. …
TensorFlow
AI
Running TensorFlow at Petascale and Beyond
TensorFlow, probably the most popular of the dozen or so deep learning frameworks, is typically used to develop neural networks on small or medium-sized clusters, and sometimes on just a single GPU-accelerated node. …
AI
Clearing the TensorFlow to FPGA Path
Despite some of the inherent complexities of using FPGAs for implementing deep neural networks, there is a strong efficiency case for using reprogrammable devices for both training and inference. …
AI
There is No Such Thing as Easy AI — But We’re Getting Closer
The dark and mysterious art of artificial intelligence and machine learning is neither straightforward, or easy. …
AI
IBM Unwinds Tangled Data for Enterprise AI
These days, organizations are creating and storing massive amounts of data, and in theory this data can be used to drive business decisions through application development, particularly with new techniques such as machine learning. …
Uncategorized
Google Boots Up Tensor Processors On Its Cloud
Google laid down its path forward in the machine learning and cloud computing arenas when it first unveiled plans for its tensor processing unit (TPU), an accelerator designed by the hyperscaler to speeding up machine learning workloads that are programmed using its TensorFlow framework. …
AI
Managing Deep Learning Development Complexity
For developers, deep learning systems are becoming more interactive and complex. …
Cloud
Under The Hood Of Google’s TPU2 Machine Learning Clusters
As we previously reported, Google unveiled its second-generation TensorFlow Processing Unit (TPU2) at Google I/O last week. …
AI
Crunching Machine Learning And Databases Together On GPUs
While it is always best to have the right tool for the job, it is better still if a tool can be used by multiple jobs and therefore have its utilization be higher than it might otherwise be. …
AI
Cluster Management for Distributed Machine Learning at Scale
Over the last couple of decades, those looking for a cluster management platform faced no shortage of choices. …