Blog Posts

Machine Learning Transforms the Internet of Things

This blog post was originally published at Arm’s website. It is reprinted here with the permission of Arm. The integration of ML into IoT is sparking exponential growth and shaping a dynamic ecosystem The pace of Internet of Things (IoT) innovation has quickened in recent years, but it’s now being kicked into hyper drive. The […]

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Mean Average Precision (mAP): Common Definition, Myths and Misconceptions

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. We break down and demystify common object detection metrics, including mean average precision (mAP) and mean average recall (mAR). ‍This is Part 1 of our Tenyks Series on Object Detection Metrics. This post provides insights into how

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Manual Microscopes vs. AI-based Automated Digital Microscopes: An In-depth Look

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Let’s explore the advantages and disadvantages of manual and automated microscopy and examine how AI-based embedded vision technologies are changing the medical and life science industry. Microscopy has long been an essential tool in various

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A Packet-based Architecture For Edge AI Inference

This blog post was originally published at Expedera’s website. It is reprinted here with the permission of Expedera. Despite significant improvements in throughput, edge AI accelerators (Neural Processing Units, or NPUs) are still often underutilized. Inefficient management of weights and activations leads to fewer available cores utilized for multiply-accumulate (MAC) operations. Edge AI applications frequently

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Improve Accuracy and Robustness of Vision AI Apps with Vision Transformers and NVIDIA TAO

This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Vision Transformers (ViTs) are taking computer vision by storm, offering incredible accuracy, robust solutions for challenging real-world scenarios, and improved generalizability. The algorithms are playing a pivotal role in boosting computer vision applications and NVIDIA is making

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What is a Flow Cytometer and How Does It Work?

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Embedded vision technology plays an important role in flow cytometers. They enable the acquisition, analysis, and interpretation of large amounts of cellular data in real time. Find out what flow cytometers can do, how they

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Floating-point Arithmetic for AI Inference: Hit or Miss?

This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. Our latest whitepaper shows that a new floating-point format doesn’t measure up to integer when you’re quantizing AI models to run on edge devices Artificial intelligence (AI) has become pervasive in our lives, improving our phones, cars,

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How are CMOS Cameras Used In Cell Imaging and Molecular Imaging?

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. CMOS cameras have revolutionized the fields of cell imaging and molecular imaging, providing accurate and detailed information about cellular and molecular processes. e-con Systems offers high-performance CMOS cameras designed for cell imaging and molecular imaging,

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Machine Learning 101: Build, Train, Test, Rinse and Repeat

This blog post was originally published at Tryolabs’ website. It is reprinted here with the permission of Tryolabs. In the previous episode of our Road to Data Science series, we went through all the general skills needed to become a proficient data scientist. In this post, we start to dig deeper into the specifics of

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Maximizing Attention, Minimizing Costs: Embracing Intelligent Digital Assistants with Vision and Speech Processing in the Cloud and Edge

This blog post was originally published by GMAC Intelligence. It is reprinted here with the permission of GMAC Intelligence. Humans mainly rely on speech, vision and touch to operate efficiently and effectively in the physical world. We also rely on smell and taste for our activities and our survival as well, but for most of

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Here you’ll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind.

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