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Tag: constrained devices

The Promise of Edge AI and Approaches for Effective Adoption – KDnuggets

Image by Editor  The current technological landscape is experiencing a pivotal shift towards edge computing, spurred by rapid advancements in generative AI (GenAI) and...

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What is MobileNetV2? Features, Architecture, Application and More

Introduction When it comes to image classification, the nimble models capable of efficiently processing images without compromising accuracy are essential. MobileNetV2 has emerged as a...

How TinyML Is Unleashing AI Power in Everyday Devices

AI | Dec 11, 2023 Image courtesy of DALL-EPowering an Efficient AI Future of Everyday Devices with TinyMLWhat is TinyMLTiny Machine Learning (TinyML) is...

Free MIT Course: TinyML and Efficient Deep Learning Computing – KDnuggets

Image by Author  In today’s tech-savvy world, we're surrounded by mind-blowing AI-powered wonders: voice assistants answering our questions, smart cameras identifying faces, and self-driving...

Exploring Pointwise Convolution in CNNs: Replacing Fully Connected Layers

Introduction Convolutional Neural Networks (CNNs) have been key players in understanding images and patterns, transforming the landscape of deep learning. The journey began with Yan...

Arm’s Cortex-M lineup brings AI to the smallest endpoint devices​ | IoT Now News & Reports

Arm has unveiled its Cortex-M52, a highly efficient processor integrated with Arm Helium technology, delivering enhanced AI capabilities for lower-cost IoT devices. The Cortex-M...

A Deep Dive into Model Quantization for Large-Scale Deployment

Introduction In AI, two distinct challenges have surfaced: deploying large models in cloud environments, incurring formidable compute costs that impede scalability and profitability, and accommodating...

NVMe vs. SATA: What’s the difference? – IBM Blog

NVMe vs. SATA: What’s the difference? - IBM Blog <!----> ...

MQTT vs AMQP for IoT Communications: Head to Head

With the exponential growth of the Internet of Things (IoT), managing communication between devices and systems is growing in importance. IoT communication is...

Understanding AWS IoT Core: Features, Use Cases, & Quick Tutorial

AWS IoT Core is a managed cloud service that lets connected devices interact with cloud applications and other devices. It can support a...

MQTT Sparkplug: Bridging IT and OT in Industry 4.0

Industrial companies are always looking to improve their competitiveness in terms of productivity, profitability, flexibility, quality, and agility. Most of them will use...

Parameter-Efficient Fine-Tuning of Large Language Models with LoRA and QLoRA

Overview As we delve deeper into the world of Parameter-Efficient Fine-Tuning (PEFT), it becomes essential to understand the driving forces and methodologies behind this transformative...

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