EDGE AI POD

What if you could deploy AI solutions seamlessly across every platform with just a single stroke? Join us as we explore this intriguing possibility alongside our guest, Odin Chen of Arm, who brings a wealth of experience from his journey from Taiwan to Cambridge. Together, we embark on a journey through the vibrant landscape of Edge AI, tackling its transformative impact on both enterprises and st...

Unlock the fascinating world of edge AI technology with insights from Karan Kapoor of Himax Technologies. Discover how Karan and his team are pioneering the development of ultra-low-power AI processors designed for resource-constrained devices. We'll explore their latest innovation, the WE2 processor, which optimizes the balance between model size, speed, energy efficiency, and accuracy. Kara...

Discover the cutting-edge world of TinyML and Edge AI with our special guest, Eldar Sido from Renesas. As a key figure in the AI Center of Excellence, Eldar unveils the fascinating challenges and breakthroughs in embedding AI into compact devices like microcontrollers and sensors that are rapidly spreading across the globe. This episode promises an exploration into the dynamic realm of TinyML, foc...

Discover how the fusion of cutting-edge technology and human interaction is revolutionizing education and healthcare with Professor Stella Kuei-An Nguyen from National Yangming Chow Tung University. Join us as we explore her innovative work in Human-AI Interaction using Inertial Measurement Units (IMU), and witness the transition of Raboni IMU devices into the transformative Bony AI. Collaborating...

What do rising pedestrian fatalities and the challenges of implementing intelligent transportation systems have in common? In this episode, we’re joined by Davis Sawyer from NXP and Mike "Witt" Whitaker from the City of Lakewood, Colorado, to unpack the complexities of applying edge AI to enhance urban safety. As Witt recounts his pioneering work with autonomous vehicles since the 1990s,...

Discover the cutting-edge world of AI deployment on edge devices with insights from top experts, including Dr. KC Liu. This episode promises to unravel the complexities of optimizing AI models for devices where memory and computing power are limited. We explore the critical role of model compilers and the innovative strides being made in AIoT sensors, as Matteo Maravita from STMicroelectronics off...

Unlock the secrets of energy-efficient AI as we explore the groundbreaking fusion of Edge AI and generative AI in our latest episode. With expert insights from Victor Jung, a trailblazer in the field, discover how foundational models can be deployed on tiny and embedded systems to revolutionize devices like AR glasses and nanodrones. Listen as we unravel the complexities of deploying neural networ...

Join us for an insightful conversation with Dr. Vijay Janapa Reddi from Harvard, who takes us on a journey through the evolving world of edge computing and machine learning education. Discover how his family's affinity for East Coast seasons inspired his academic path, and learn about his groundbreaking open-source book on machine learning systems. This episode celebrates the rebranding of th...

Get ready for the recap of the Beyond Chatbots - The Journey of Generative AI to the Edge - exploring the frontier of Generative AI and edge technology with Davis Sawyer, Danilo Pau and Pete Bernard as they discuss the dynamic innovations transforming these fields. We uncover the fascinating shift from cloud-based proof-of-concepts to the compelling reality of edge solutions. This conversation div...

Unlock the secrets of neural style transfer on microcontrollers with our special guest, Alberto Ancilotto of FBK, as he explores a groundbreaking approach to image generation on low-power devices. Discover how this innovative technique allows us to combine the content of one image with the artistic style of another, transforming simple visuals into unique masterpieces—like turning a regular cat ph...

What if AI could transform the landscape of software development, making traditional methods seem like relics of the past? Join us as we sit down with a visionary guest from Wipro Engineering to uncover how GenAI-based custom code systems are revolutionizing the future of AI PCs. We promise a deep dive into how these intelligent tools are not just enhancing productivity but are redefining the very...

Discover the cutting-edge techniques behind memory optimization for large language models with our guest, Seonyeong Heo from Kyung-Hee University. Join us as we promise to unlock the secrets of deploying 7-billion-parameter models on small devices with limited memory. This episode delves into the intricacies of key-value caching in decoder-only transformers, a crucial innovation that reduces compu...

Unlock the future of automotive AI with insights from Ashutosh and Guru Prashad of BOSS India, as they unravel the transformative potential of Small Language Models (SLMs) in vehicles. Discover how these compact powerhouses are reshaping the landscape of vehicular edge systems by offering customization and performance reliability, all while keeping data privacy at the forefront. Dive into the capt...

Discover how the EDGE AI FOUNDATION is evolving from its roots in the tinyML Foundation to becoming a central hub for innovation and collaboration. Learn how initiatives like EDGE AI Labs and the EDGE AIP program are bridging the gap between academia and industry, training future AI leaders while tackling the ethical challenges of responsible AI development.  Explore the transformative potential o...

Unlock the secrets to deploying machine learning models on edge devices with Chen Lai from the PyTorch Edge team at Meta. Discover how XTorch, a brainchild of the PyTorch team, is transforming edge deployment by addressing challenges like memory constraints and hardware diversity. Get an insider's view on the technical collaborations with tech giants like Apple, Arm, Qualcomm, and MediaTek, w...

Unlock the future of TinyML by learning how to harness the power of large language models, as we sit down with Roberto Morabito to dissect this intriguing technological convergence. Discover how the collaborative efforts with Eurocom and the University of Helsinki are shaping a groundbreaking framework designed to elevate TinyML's lifecycle management. We promise to unravel the complexities a...

Unlock the transformative potential of edge computing with the insights of industry experts Dave McCarthy from IDC and Pete Bernard. Ever wondered how advanced transformer models are catalyzing technological leaps at the edge? This episode promises to enlighten you on the nuances of AI-ready infrastructure, pushing the boundaries of autonomous operations in multi-cloud and multi-edge environments....

Generative AI is poised to transform the edge, but what does this mean for technology, innovation, and everyday life? Join us for an enlightening discussion led by Danilo Pau, featuring a distinguished panel of experts including Dave, Roberto Chen, Alok, Seung-Yang, Arniban, and Alberto. They promise to unravel the mysteries beyond large language models and chatbots, offering fresh insights into t...

Unlock the secrets to revolutionary weather forecasting with our latest episode featuring Jonah Beysens, the brilliant mind behind the Aurora project. Imagine a world where remote and resource-limited areas can access reliable weather data without the hassle of maintaining traditional mechanical stations. Learn how the Aurora, an acoustic smart weather station, is making this possible. Born from t...

Unlock the secrets of edge computing and on-device learning with Elias Cereda, a trailblazing PhD student at the Dalle Molle Institute for Artificial Intelligence in Italy, as we explore the transformative potential of AI in nano-UAV technology. Discover how Elias is pioneering solutions to the challenges of domain shifts in AI models, particularly those trained in simulations and deployed in real...

Unlock the secrets of deploying TinyML models in real-world scenarios with Alessandro Grande, Head of Product at Edge Impulse. Curious about how TinyML has evolved since its early days? Alessandro takes us through a journey from his initial demos at Arm to the sophisticated, scalable deployments we see today. Learn why continuous model monitoring is not just important but essential for the reliabi...

Unlock the secrets of ultra-efficient AI with Julian Musman from ETH Zurich, as we explore the cutting-edge world of smart glasses. Discover how Julian and his team have mastered the art of deploying powerful AI algorithms on the tiniest of devices, tackling the monumental challenge of performing object detection on microcontrollers. Tainissimo YOLO, a breakthrough network, is not just a marvel of...

Curious about how you can run a colossal 405 billion parameter model on a device with a mere 2 billion footprint? Join us with Mahesh Yadav from Google, as he shares his journey from developing small devices to working with massive language models. Mahesh reveals the groundbreaking possibilities of operating large models on minimal hardware, making internet-free, edge AI a reality even on devices...

Imagine a world where satellites can make real-time decisions without waiting for ground-based commands. Learn how edge AI is revolutionizing space technology with David Maloney from Ubotica, who brings unparalleled expertise from his time at Movidius and Intel. Uncover the transformative power of performing AI inference directly on satellites, and why traditional ground-based systems are no longe...

Ready to unlock the secrets behind real-time sensing algorithms for embedded devices? In this episode, you’ll gain valuable insights into transforming raw sensor data into actionable intelligence. We begin by breaking down the complexities of signal preprocessing, event triggering mechanisms, and feature extraction. Learn how event detection can drastically reduce false positives and computational...