Blog Posts

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CPU Inference Performance Boost with “Throughput” Mode in the Intel Distribution of OpenVINO Toolkit

This blog post was originally published at Intel's website. It is reprinted here with the permission of Intel. One of the biggest challenges to AI can be eliciting high-performance deep learning inference that runs at real-world scale, leveraging existing infrastructures. Combining efficiency and flexibility, the Intel® Distribution of OpenVINO™ toolkit (a developer tool suite that […]

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An Introduction to the NVIDIA Optical Flow SDK

This blog post was originally published at NVIDIA's website. It is reprinted here with the permission of NVIDIA. NVIDIA’s Turing GPUs  introduced a new hardware functionality for computing optical flow between images with very high performance. The Optical Flow SDK 1.0 enables developers to tap into the new optical flow functionality. You can download the Optical Flow

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New Computer Vision Tool Accelerates Annotation of Digital Images and Video

This blog post was originally published at Intel's website. It is reprinted here with the permission of Intel. Data scientists need annotated data (and lots of it) to train the deep neural networks (DNNs) at the core of AI workflows. Obtaining annotated data, or annotating data yourself, is a challenging and time-consuming process. For example,

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AI My Ride: Startup Revs Up Vehicle Videos to Spot Potholes

This blog post was originally published at NVIDIA's website. It is reprinted here with the permission of NVIDIA. Christoph Mertz wants to fix your bumpy ride. His solution — using AI to detect potholes — came as a lightbulb moment inspired by working on autonomous vehicle projects at Carnegie Mellon University. Mertz is now the

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Pop Star: At NVIDIA, Popcorn Delivery Robot Bears Kernel Innovation

This blog post was originally published at NVIDIA's website. It is reprinted here with the permission of NVIDIA. At NVIDIA, the robots are being taught to weave their way through the workplace. It helps that, as Ankhit, an NVIDIA Linux systems administrator discovered, they come bearing popcorn. Moments after placing an order, via Slack, a

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Intel Neural Compute Stick 2 for Medical Imaging

This blog post was originally published at Intel's website. It is reprinted here with the permission of Intel. Intel has been an integral part of hospital technology for almost 50 years. From desktop computers to MRI scanners, diagnostic monitors, and even portable X-Ray machines, we have been at the forefront of healthcare transformation. So it

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Using Nsight Compute or Nvprof to Show Mixed Precision Use in Deep Learning Models

This blog post was originally published at NVIDIA's website. It is reprinted here with the permission of NVIDIA. Mixed precision combines different numerical precisions in a computational method. The Volta and Turing generation of GPUs introduced Tensor Cores, which provide significant throughput speedups over single precision math pipelines. Deep learning networks can be trained with

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Introducing INT8 Quantization for Fast CPU Inference Using OpenVINO

This blog post was originally published at Intel's website. It is reprinted here with the permission of Intel. Deep learning framework optimizations and tools that streamline deployment are advancing the adoption of inference applications on Intel® platforms. Reducing model precision is an efficient way to accelerate inference on processors that support low precision math, with

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Seeing the Wood for the Trees: Using AI for Smarter Forest Management

This blog post was originally published at NVIDIA's website. It is reprinted here with the permission of NVIDIA. Nearly 19 million acres of forests are destroyed annually, equal to 27 football pitches a minute. Forests serve as homes for thousands of animals, and for many people they’re a source of food, water, clothing, medicine and

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