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Misc

NVIDIA Announces Nsight Systems 2021.1

This release includes support and performance improvements for the latest top ray tracing game tiles on DirectX and Vulkan. Also included is support for the stats command on Windows CLI.

NVIDIA Nsight Systems 2021.1 is now available for download

Nsight Systems is a system-wide performance analysis tool, designed to help developers tune and scale software across CPUs and GPUs. Find out more at: https://developer.nvidia.com/nsight-systems 

This release includes support and performance improvements for the latest top ray tracing game tiles on DirectX and Vulkan. Also included is support for the stats command on Windows CLI.

Nsight Systems is part of a larger family of Nsight tools. A developer can start with Nsight Systems to see the big picture and avoid picking less efficient optimizations based on assumptions and false-positive indicators.

Check out our new blog  “Understanding the Visualization of Overhead and Latency in NVIDIA Nsight Systems”. If you are an nvprof or NVIDIA Visual Profiler user, be sure to read the blog posts [1], [2] & [3] to learn about migrating to their successors, Nsight Systems and Nsight Compute.

Subscribe to our YouTube channel for future release highlights and feature spotlights. 

If you have questions, contact us at our forums and visit our product page to download the latest release of Nsight Systems.

Categories
Misc

Startup Couples AI with OR Video to Sharpen Surgeon Performance, Improve Patient Outcomes

AI is teaching cars to make better decisions, so could it do the same for surgeons? Addressing that question is the mission of Theator, a startup based in Palo Alto, Calif., with an R&D site in Tel Aviv, that’s striving to fuel the nascent revolution in autonomous surgery. Theator co-founder and Chief Technology Officer Dotan Read article >

The post Startup Couples AI with OR Video to Sharpen Surgeon Performance, Improve Patient Outcomes appeared first on The Official NVIDIA Blog.

Categories
Misc

Any thoughts on measuring the water level of a glass using vision

I am thinking about the possibilities of measuring the water quantity of a container using any vision system.

I come across time of flight cameras which can work on short ranges and can give water level.

I would like to know about your thoughts on that.

submitted by /u/Ahmad401
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Categories
Offsites

The ants and the pheromones

TLDR; this is the last edition of The Morning Paper for now. Plus: one strand of research you won’t want to miss!

I was listening to a BBC Radio 4 podcast recently (More or Less: Behind the Stats – Ants and Algorithms) in which the host Tim Harford is interviewing David Sumpter about his recent book, ‘The ten equations that rule the world.’ One of those equations, the ‘reward equation’ models how ants communicate using pheromones, and our own brains keep track of rewards using dopamine.

About 4 and a half minutes into the podcast Tim asks a fascinating question: the reward equation includes a decay or ‘forgetting’ parameter, so what happens if you disrupt established solutions for long enough that their hold is broken? For example, the complete disruption to our established routines that Covid has caused over the last year? The answer for ants, if you disrupt all of the pheromone trails around their nest, is that they converge on a new solution in the environment, but it won’t necessarily look the same as the one they had before the disruption. (If you’re interested in the amazing problem-solving skills of ants and how we can learn from them in computer science, I covered ‘Ant algorithms for discrete optimization’ in a previous edition of The Morning Paper). It’s highly likely that the same thing will happen to us when we can eventually return to normal – the patterns that we establish won’t necessarily be the same as the ones we had before the series of lockdowns began.

The lockdowns (as I write this, we’re in another strict lockdown in England, with no end date given) have certainly disrupted my own routines. I’ve lost the time and space that I depended on for studying and writing The Morning Paper – the one-hour each way train journey on my morning commute, and more crucially with two older children both full-time studying from home, the time and space within the home for the many hours of concentrated work required. I don’t think my love of learning will ever leave me though, and at the same time I’ve been branching out and studying other things: philosophy, ethics, physics, a little maths, a little biology,… I’m really enjoying that. My love of computer science remains of course, but when we finally get to lay down our new pheromone trails and establish a new normal, I’m not sure I’m going to want to focus on computer science to the exclusion of all else. It’s been an intense six-and-a-half years doing largely that while writing the blog. For the time being then, I’m putting The Morning Paper back on pause.

Before I wrap up though, I can’t resist pointing you in the direction of one incredibly exciting research project from the Hydro team at Berkeley’s RISELab. Joe Hellerstein recently posted a whole bunch of links and resources in this Twitter thread:

The “PACT” paper is here: New Directions in Cloud Programming, Cheung et al., CIDR 2021.

Categories
Misc

Suggestions on building machine transliteration models

I’m trying to build a english to assamese transliteration model. I tried character level NMT with attention, but not satisfied with the results, considering the Assamese language consists of prefix/suffixes. Currently exploring WFST. Has anybody worked on something similar?

submitted by /u/ckraybpytao
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Misc

C++ vs Python

If I redo all my python code in tf C++ API, Cython, and if necessary C++ would it actually be any faster if the most time consuming part is training the models? Does TF’s python API already execute the code in a similar way to how it would with the C++ API?

submitted by /u/BestUCanIsGoodEnough
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Categories
Misc

tensorflow MIA

Hey guys,

I’ve been trying to install tensorflow on my computer in a venv. when I do pip list I am met with a list of modules. One of which is tensorflow 2.4.1 meaning that it should have install correctly(?).

However, when I do python3 and import tensorflow, it results in an error saying tensorflow.python doesn’t exist. Any ideas?

submitted by /u/Real_MichaelCera
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Misc

From Google researchers: State of the art in Video Stabilization!

From Google researchers: State of the art in Video Stabilization! submitted by /u/MLtinkerer
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Categories
Misc

COMPUTER VISION OBJECT DETECTION

Hi everyone!

I have a project that I need help with. This project includes detecting object in a video down to an accuracy of a few pixels (stable background). If anyone one has any expertise please message me. I would love to get some help from this community. Thank you all 🙏🏻

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Categories
Misc

Neural Networks Generate New Dwight Schrute Quotes

Neural Networks Generate New Dwight Schrute Quotes submitted by /u/Snoo28889
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