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PNY Pro Tip #12: Benchmark for Deep Learning using NVIDIA GPU Cloud and Tensorflow (Part 1)

Posted by PNY Pro on Fri, May 03, 2019 @ 10:31 AM

As a PC enthusiast, I love pitting hardware solutions against each other to determine their relative performance when completing a particular task.  This process is also known as “Benchmarking.”  Benchmarking results are usually considered the best tool to evaluate the merits of competing systems when making a purchase decision.

In this 3-part blog series, we’ll discuss how to build a system, with an emphasis on benchmarking GPU performance for Deep Learning using Ubuntu 18.04, NVIDIA GPU Cloud (NGC) and TensorFlow.

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Topics: Deep Learning, NVIDIA GPU, NVIDIA GPUs, NVIDIA Quadro GPUs, CUDA, NVIDIA RTX Technology, Pro Tip, Tensor Cores, Quadro RTX, NVIDIA Turing Architecture, nvidia quadro rtx, Artificial Intelligence, NVIDIATuring, GeForce RTX, Data Science Workstation, NGC, data science, RAPIDS, GPU-accelerated machine learning, NVIDIA CUDA, analytics, CUDA-X, Linux, Tensorflow, benchmark

NVIDIA Powered Data Science Workstation

Posted by PNY Pro on Wed, Apr 24, 2019 @ 01:35 PM

According to Data Science Central, a leading online resource for data practitioners, forecasts predict the big data market will approach $203 billion by 2020. Data science is powering the engine of modern enterprise – every industry from retail to financial services to healthcare is deriving insight from data to improve competitiveness and operational efficiency. Retailers are improving forecasting to reduce the cost of excess inventory. Financial services institutions are detecting fraudulent transactions. Healthcare providers are predicting the risk of disease more quickly. Even modest improvements in the accuracy of predictive machine learning models can translate into billions on the bottom line. The NVIDIA accelerated Data Science Workstation (DWS) solution with RAPIDS enables enterprises and data scientists to tap into GPU-accelerated machine learning (ML) and deep learning (DL) with faster model iteration, better prediction accuracy, and lowest data science total cost of ownership (TCO).

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Topics: PNY, NVIDIA Quadro, Deep Learning, AI, PNYPRO, NVIDIA RTX Technology, Quadro RTX, nvidia quadro rtx, Data Science Workstation, NGC, hpc, graph analytics, data preparation, data science, RAPIDS, GPU-accelerated machine learning, NVIDIA CUDA, analytics, model training, CUDA-X

The Quadro RTX-Powered Workstation

Posted by PNY Pro on Thu, Feb 28, 2019 @ 05:29 PM

Workstations are the epicenter of creativity and innovation for creative professionals across an array of disciplines, and the introduction of NVIDIA’s Quadro RTX GPUs is fundamentally altering the scope and type of tasks they can perform. Able to render cinematic quality images in real-time, utilize advanced AI to proactively assist in the design or creative process, and power lifelike virtual reality simulations with ease, Quadro RTX Workstations mark the pinnacle of creative potential and professional productivity.

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Topics: PNY, NVIDIA, Virtual Reality, VR, workstation, Deep Learning, AI, PNYPRO, Tensor Cores, Real-time ray tracing, nvidia quadro rtx, Artificial Intelligence, NVIDIATuring, real-time rendering

NVIDIA Quadro – Helping to Revolutionize Healthcare

Posted by PNY Pro on Fri, Dec 07, 2018 @ 01:06 PM

From advanced medical imaging to personal genomics the life sciences research community, healthcare providers and pharmaceutical companies are using NVIDIA GPUs to revolutionize healthcare. GPU-accelerated research tools are shortening the time from insight and discovery to available treatments, delivering advanced medical imaging to guide clinicians, assisting in robotic surgery, even enabling AI (Artificial Intelligence) diagnostic tools based on Deep Learning to provide better research and patient outcomes – while empowering physicians, clinicians, and researchers passionate about improving the lives of others to do their best work.

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Topics: PNY, NVIDIA, Deep Learning, AI, Advanced Medical Imaging Systems, NVIDIA GPUs, PNYPRO, Healthcare, Quadro RTX, nvidia quadro rtx, Artificial Intelligence, genomics, Pharmaceutical Industry

Executive Briefing: GPGPU technology ushers-in a new era in embedded computing

Posted by PNY Pro on Tue, Nov 27, 2018 @ 12:49 PM

PNY is proud to sponsor Military & Aerospace Electronics’ Executive Briefing: GPGPU technology ushers-in a new era in embedded computing.  The Briefing includes articles on how GPGPU technology is revolutionizing high-performance embedded computing (HPEC) in aerospace and defense applications.

Visitors to I/ITSEC 2018 can meet with our Partner RAVE (Booth #700) to discuss their NVIDIA embedded GPU needs and FoxGuard (Booth #2123) to see the new NVIDIA Quadro RTX 6000 bring stunning realism to an advanced flight simulator.

NVIDIA Quadro GPUs, including NVIDIA Quadro MXM Embedded and GPU Down Solutions, provide the extreme graphics and compute performance demanded by mission-critical aerospace and defense applications. This week at I/ITSEC, the world's largest modeling, simulation, and training conference, which emphasizes themes related to defense and security, attendees are invited to visit PNY Partner’s RAVE and FoxGuard’s booths. Visit RAVE (booth #700) to learn how NVIDIA Quadro GPUs, including Quadro Embedded GPUs are integrated into RAVE’s purpose-built computer hardware solutions optimized for the Modeling, Simulation and Training industry, offer unmatched performance and features.  FoxGuard (booth #2123) is demonstrating why and how the NVIDIA Quadro RTX 6000 professional graphics board is ideal for simulation and training applications where rendering is an essential component of the solution, and AI can be utilized to deliver more innovative, cost-effective, and transformational solutions.  

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Topics: Virtual Reality, Simulation, NVIDIA Quadro, Deep Learning, AI, CUDA cores, Quadro for VR, RAVE, CUDA, MXM, military, aerospace, Military & Aerospace Electronics, HPEC, NVIDIA Quadro RTX 6000, I/ITSEC, CUDA API, NVIDIA Embedded GPU Solutions, FoxGuard, Modeling

NVIDIA Transforms the Workstation for the Age of Deep Learning

Posted by PNY Pro on Wed, Apr 18, 2018 @ 02:23 PM

Image courtesy of KPF.

Written by BOB PETTE, Vice President of NVIDIA’s Professional Visualization Product Group.

Quadro GV100 with Volta architecture brings unprecedented capabilities in deep learning and simulation to designers, engineers and scientists.

As demand for deep learning continues to gain momentum, it’s already changing the way people work. Driving the next wave of advancement in deep learning-infused workflows is the NVIDIA Volta GPU architecture.

In his keynote address at the GPU Technology Conference 2018 in San Jose, NVIDIA founder and CEO Jensen Huang unveiled the new Volta-based Quadro GV100, and described how it transforms the workstation with real-time ray tracing and deep learning.

The Quadro GV100 addresses the growing demands of the world’s largest businesses — in such fields as automotive, architecture, engineering, entertainment and healthcare — to rapidly deploy deep learning-based research and development, accelerate deep learning-enhanced applications, enable photoreal VR and provide secure, anytime, anywhere access.

Bringing unprecedented capabilities in deep learning, rendering and simulation to designers, engineers and scientists, the new products allow professionals to design better products in a completely new way. GPU-accelerated techniques, like generative design, and the ability to conduct complex simulations faster mean businesses can explore more design choices, optimize their designs for performance and cost, and consequently bring ground breaking products to market faster.

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Topics: NVIDIA, Virtual Reality, GPUs, GPU, Rendering, Simulation Solution, GPU Technology Conference, Render, Professional workflows, VR, Simulation, NVIDIA Quadro, Deep Learning, AI, Design, Visualize, VR Ready, NVIDIA GPU, PNY PRO, Graphics Solutions, NVIDIA VR Technologies, Quadro for VR, VR capability, VR Ready GPUs, GPU Architecture, Technology, NVIDIA Quadro GPUs, PNYPRO, NVIDIA Holodeck, GV100, NVIDIA Volta, designers, engineers, scientists, NVIDIA GPU Cloud

GTC 2018 Wrap Up: Quadro GV100 and PREVAILPRO P4000 VR-Ready, Thin and Light Mobile Workstation, Were Big Hits at GTC

Posted by PNY Pro on Mon, Apr 02, 2018 @ 04:05 PM

PNY was proud to be a Gold sponsor of GTC 2018, and have the opportunity to showcase how Quadro GPUs, including the new NVIDIA Quadro GV100, powered by NVIDIA Volta, can facilitate AI, Design, RenderingVR and Simulation projects.

Launched at the show, the formidable new AI and compute enabled NVIDIA Quadro GV100, demonstrated how it effortlessly meets the demands of AI-enhanced design and visualization workflows. Delivering 118 TFLOPS of deep learning performance, a 2x GV100 NVLink enhanced workstation showed why it is an ideal choice for AI development.

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Topics: NVIDIA, GPU, Rendering, Simulation Solution, GPU Technology Conference, Visualization, Simulation, NVIDIA Quadro, workstation, Deep Learning, AI, VR Ready, Professional Graphics, ANSYS, PNY Partner, Graphics Boards, Embedded Solutions, PNY PRO, GPU rendering, Upgrade to Pascal, Graphics Solutions, Quadro for VR, AutoCAD, VR Ready GPUs, GPU Architecture, Autodesk, NVIDIA GPUs, Desktop Workstations, NVIDIA Quadro GPUs, 3D Design, Visual Effects, Mobile Workstations, 4K UHD Displays, Computer Graphics, GPU Memory, GPU Technologies, Mobile Workstation, The Power of Simulation, ANSYS GPU-accelerated solutions, 4K Displays, MXM, Embedded, P4000 Mobile Workstation, Embedded MXM, GTC Sponsor, Pascal GPUs, System Integrators, IT Professionals, PREVAILPRO Mobile Workstation, PNY Authorized Partners, Immersive Displays, NVIDIA Authorized Channel Partner, GTC 2018, GV100, NVIDIA Volta

NVIDIA Quadro GP100 for AI

Posted by PNY Pro on Thu, Jan 11, 2018 @ 07:07 PM

01-10-2018-GP100.png

Tractica Research forecasts that AI software revenue will reach $36.8 billion by 2020.  Any work pushing the technology envelope, from analytics or healthcare, to scientific and technical, even aspects of media and entertainment, has big data at its core.  More than 19,000 companies use NVIDIA enabled deep learning, and the Quadro GP100 is an ideal development platform compatible with industry standard workstations.

Only the NVIDIA Quadro GP100 offers the mixed-precision compute performance required for cutting-edge Deep Learning (AI) development, and an active fansink thermal system, a necessity for industry standard workstations that only accept actively cooled boards, not passively cooled products intended for server deployment. Additionally, its fast FP32, FP16 and INT8 performance makes it an ideal desktop workstation solution for developers working on the latest Deep Learning/AI frameworks and associated developer tools.

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Topics: NVIDIA, NVIDIA Quadro, NVLink, Deep Learning, AI, PNY PRO, Quadro GP100, GP100 with NVLink, Tractica Research

BE MORE PRODUCTIVE THIS SUMMER – UPGRADE TO THE POWER OF NVIDIA QUADRO PASCAL

Posted by PNY Pro on Wed, Jun 07, 2017 @ 04:17 PM

Upgrading to the new NVIDIA Quadro professional graphics solutions, powered by NVIDIA Pascal GPU architecture, will save you time, make you more money and allow you to spend more on what you desire this Summer!

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Topics: PNY, NVIDIA, GeForce, GPU, Deep Learning, AI, Quadro Pascal, Power of Pascal, CAE Applications, Extreme Performance, Upgrade to Pascal, Visual Workspace, Graphics Solutions, Professional Applications, AEC, CAD, IGPs

NVIDIA Quadro GP100 GPU rendering and simulation solution COMING SOON

Posted by PNY Technologies on Thu, Feb 23, 2017 @ 03:45 PM

NVIDIA® Quadro® GP100 excels at a capability to run both compute and graphics tasks, allowing users to run demanding simulations and create complex 3D models at the same time.

GP100 is targeted for professionals who need extremely high levels of compute and visualization performance. Solutions within Manufacturing, Media & Entertainment, Medical, AEC, Scientific Visualization, HPC, and AI/deep learning segments are examples but many other use case scenarios can be realized as well.

NVIDIA Quadro GP100 Pascal GPU floating point hardware provides the FP64 (5.2 TFLOPS), FP32 (10.3 TFLOPS and FP16 (20.7 TFLOPS) performance required for demanding compute, simulation, AI and deep learning applications.

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Topics: PNY, Quadro, NVIDIA, GP100, GPU, Rendering, Simulation Solution, GPU Technology Conference, Deep Learning, AI, Quadro Sync II, GTC 2017

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