Arvind Jayaraman – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2023-02-13T17:38:47Z http://www.open-lab.net/blog/feed/ Arvind Jayaraman <![CDATA[Speeding Up Semantic Segmentation Using MATLAB Container from NVIDIA NGC]]> http://www.open-lab.net/blog/?p=13730 2023-02-13T17:38:47Z 2019-03-13T14:00:24Z Gone are the days of using a single GPU to train a deep learning model. ?With computationally intensive algorithms such as semantic segmentation, a single GPU...]]>

Gone are the days of using a single GPU to train a deep learning model. With computationally intensive algorithms such as semantic segmentation, a single GPU can take days to optimize a model. But multi-GPU hardware is expensive, you say. Not any longer; NVIDIA multi-GPU hardware on cloud instances like the AWS P3 allow you to pay for only what you use. Cloud instances allow you to take…

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Arvind Jayaraman <![CDATA[Deep Learning for Automated Driving with MATLAB]]> http://www.open-lab.net/blog/parallelforall/?p=8165 2022-08-21T23:38:20Z 2017-07-20T20:48:55Z [caption id="attachment_8154" align="alignright" width="300"] Figure 1. Car approaching a vehicle in an intersection.[/caption] You��ve probably?seen...]]>

You’ve probably seen headlines about innovation in automated driving now that there are several cars available on the market that have some level of self-driving capability. I often get questions from colleagues on how automated driving systems perceive their environment and make “human-like” decisions. The autonomous car in Figure 1 must locate and classify all the relevant objects on the road…

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