Rajan Arora – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2024-08-28T17:55:38Z http://www.open-lab.net/blog/feed/ Rajan Arora <![CDATA[Accelerating Machine Learning Model Inference on Google Cloud Dataflow with NVIDIA GPUs]]> http://www.open-lab.net/blog/?p=34954 2022-08-21T23:52:18Z 2021-07-21T19:30:00Z Today, in partnership with NVIDIA, Google Cloud announced Dataflow is bringing GPUs to the world of big data processing to unlock new possibilities. With...]]>

Today, in partnership with NVIDIA, Google Cloud announced Dataflow is bringing GPUs to the world of big data processing to unlock new possibilities. With Dataflow GPU, users can now leverage the power of NVIDIA GPUs in their machine learning inference workflows. Here we show you how to access these performance benefits with BERT. Google Cloud’s Dataflow is a managed service for executing a…

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Rajan Arora <![CDATA[Profiling and Optimizing Deep Neural Networks with DLProf and PyProf]]> http://www.open-lab.net/blog/?p=21005 2024-08-28T17:55:38Z 2020-09-28T18:33:08Z Software profiling is key for achieving the best performance on a system and that��s true for the data science and machine learning applications as well. In...]]>

Software profiling is key for achieving the best performance on a system and that’s true for the data science and machine learning applications as well. In the era of GPU-accelerated deep learning, when profiling deep neural networks, it is important to understand CPU, GPU, and even memory bottlenecks, which could cause slowdowns in training or inference. In this post…

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