EDGE AI POD

EXPLORE

Society & Culture

© 2024 PodJoint

https://is1-ssl.mzstatic.com/image/thumb/Podcasts221/v4/7d/37/63/7d37639c-843b-e6ce-9fdb-2fe4ec33a4e7/mza_11927325629991683758.jpg/600x600bb.jpg

EDGE AI POD

EDGE AI FOUNDATION

72 episodes

5 days ago

The technological revolution sparked by generative AI threatens to create the deepest digital divide we've ever seen. In this illuminating talk, Danilo Pau from STMicroelectronics reveals how only a handful of companies worldwide possess the resources to fully harness large-scale generative AI, while the rest of humanity risks being left behind. Pau takes us through the sobering reality of today's AI landscape: hyperparameterized models requiring nuclear power plants for training, hundreds o...

Show more...

All content for EDGE AI POD is the property of EDGE AI FOUNDATION and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.

The technological revolution sparked by generative AI threatens to create the deepest digital divide we've ever seen. In this illuminating talk, Danilo Pau from STMicroelectronics reveals how only a handful of companies worldwide possess the resources to fully harness large-scale generative AI, while the rest of humanity risks being left behind. Pau takes us through the sobering reality of today's AI landscape: hyperparameterized models requiring nuclear power plants for training, hundreds o...

Show more...

Episodes (20/72)

EDGE AI POD

Generative AI on NXP Microprocessors

Stepping into a future where AI doesn't require the cloud, NXP is revolutionizing edge computing by bringing generative AI directly to microprocessors. Alberto Alvarez offers an illuminating journey through NXP's approach to private, secure, and efficient AI inference that operates entirely at the edge. The heart of NXP's innovation is their EAQ GenAI Flow, a comprehensive software pipeline designed for iMX SoCs that enables both fine-tuning and optimization of AI models. This dual capabilit...

4 days ago

28 minutes

EDGE AI POD

Transforming Human-Computer Interaction with OpenVINO

The boundary between humans and computers is blurring as AI capabilities advance, creating opportunities for more natural, conversational interactions with our devices. Raymond Lowe from Intel takes us on a journey through the evolution of human-computer interaction, from simple mouse clicks to sophisticated chatbots that understand context, process images, and engage in meaningful dialogue. At the heart of this transformation is OpenVINO, Intel's toolkit for optimizing neural networks acros...

1 week ago

43 minutes

EDGE AI POD

Support for Novel Models for Ahead of Time Compiled Edge AI Deployment

The growing gap between rapidly evolving AI models and lagging deployment frameworks creates a significant challenge for edge AI developers. Maurice Sersiff, CEO and co-founder of Germany-based Roofline AI, presents a compelling solution to this problem through innovative compiler technology designed to make edge AI deployment simple and efficient. At the heart of Roofline's approach is a retargetable AI compiler that acts as the bridge between any AI model and diverse hardware targets. Thei...

2 weeks ago

11 minutes

EDGE AI POD

Comparative Analysis of NPU Optimized Software Framework

The future of AI isn't just in massive cloud servers—it's already sitting in your pocket. In this eye-opening presentation, Yeon-seok, CEO and co-founder of JTIC AI, reveals how his company is revolutionizing the AI landscape by tapping into the underutilized Mobile Processing Units (MPUs) that have been standard in smartphones since 2017. While tech giants pour billions into cloud infrastructure, JTIC AI has identified a critical opportunity: leveraging the powerful AI processors already in...

3 weeks ago

13 minutes

EDGE AI POD

Powering Intelligence: Anaflash's Revolutionary AI Microcontroller with Embedded Flash Memory

Memory bottlenecks, not computational limitations, are the true barrier holding back Edge AI. This revelation lies at the heart of Anaflash's revolutionary approach to intelligent edge computing – a breakthrough AI microcontroller with embedded flash memory that transforms how we think about power efficiency and cost in smart devices. The team has engineered a solution that addresses the two fundamental challenges facing Edge AI adoption: power efficiency and cost. Their microcontroller feat...

1 month ago

15 minutes

EDGE AI POD

Enhancing Field Oriented Control of Electric Drives with tiny Neural Network

Ever wondered how the electric vehicles of tomorrow will squeeze every last drop of efficiency from their batteries? The answer lies at the fascinating intersection of artificial intelligence and motor control. The electrification revolution in automotive technology demands increasingly sophisticated control systems for permanent magnet synchronous motors - the beating heart of electric vehicle propulsion. These systems operate at mind-boggling speeds, with control loops closing every 50 mic...

1 month ago

16 minutes

EDGE AI POD

Transforming Human-Computer Interaction with OpenVINO

The gap between science fiction and reality is closing rapidly. Remember when talking to computers was just a fantasy in movies? Raymond Lo's presentation on building chatbots with OpenVINO reveals how Intel is transforming ordinary PCs into extraordinary AI companions. Imagine generating a photorealistic teddy bear image in just eight seconds on your laptop's integrated GPU. Or having a natural conversation with a locally-running chatbot that doesn't need cloud connectivity. These scenarios...

1 month ago

43 minutes

EDGE AI POD

Energy Efficient and high throughput inference using compressed tsetlin machine

Logic beats arithmetic in the machine learning revolution happening at Newcastle University. From a forgotten Soviet mathematician's work in the 1960s to modern embedded systems, Settle Machine represents a paradigm shift in how we approach artificial intelligence. Unlike traditional neural networks that rely on complex mathematical operations, Settle Machine harnesses Boolean logic - simple yes/no questions similar to how humans naturally think. This "white box" approach creates interpretab...

1 month ago

20 minutes

EDGE AI POD

Applying GenAI to Mice Monitoring

The AI revolution isn't just for tech giants with unlimited computing resources. Small and medium enterprises represent a crucial frontier for edge generative AI adoption, but they face unique challenges when implementing these technologies. This fascinating exploration takes us into an unexpected application: smart laboratory mouse cages enhanced with generative AI. Laboratory mice represent valuable assets in pharmaceutical research, with their welfare being a top priority. While fixed-fun...

2 months ago

17 minutes

EDGE AI POD

Simple Cost Effective Vision AI Solutions at the edge

Sony's revolutionary IMX500 stands at the forefront of a quiet revolution in edge computing and smart city technology. This isn't just another image sensor—it's the first to integrate AI processing directly on the chip, transforming how visual data becomes actionable intelligence while preserving privacy and minimizing infrastructure requirements. The power of this innovation lies in its elegant simplicity. Rather than sending complete images to cloud servers or external GPUs for processing,...

2 months ago

18 minutes

EDGE AI POD

Low Code No Code Platform for Developing AI algorithms

Revolutionizing edge computing just got easier. This eye-opening exploration of ST Microelectronics' ST-IoT Craft platform reveals how everyday developers can now harness the power of artificial general intelligence without writing a single line of code. The modern IoT landscape presents a paradox: billions of devices generate zettabytes of valuable data, yet transforming that raw information into intelligent systems remains frustratingly complex. ST's innovative low-code/no-code platform el...

2 months ago

20 minutes

EDGE AI POD

Stochastic Training for Side-Channel Resilient AI

Protecting valuable AI models from theft is becoming a critical concern as more computation moves to edge devices. This fascinating exploration reveals how sophisticated attackers can extract proprietary neural networks directly from hardware through side-channel attacks - not as theoretical possibilities, but as practical demonstrations on devices from major manufacturers including Nvidia, ARM, NXP, and Google's Coral TPUs. The speakers present a novel approach to safeguarding existing hard...

2 months ago

18 minutes

EDGE AI POD

Beyond TOPS: A Holistic Framework for Edge AI Metrics

Beyond raw computational power lies the true measure of AI system effectiveness. Austin Lyons, founder of ChipStrat and analyst at Creative Strategies, challenges us to rethink how we evaluate Edge AI technologies in this thought-provoking talk on metrics that truly matter. For too long, the industry has obsessed over Trillion Operations Per Second (TOPs) as the gold standard measurement. Lyons expertly deconstructs this limited view, introducing us to a more nuanced framework that considers...

2 months ago

12 minutes

EDGE AI POD

How AI Zip Is Shrinking Models for a Device-First Future

What if we could put powerful AI anywhere—from underwater cameras monitoring fish to the phone in your pocket? That's the vision driving AI Zip, a company building ultra-efficient AI models that can run on virtually any device. During this fascinating conversation, we explore how AI Zip is pioneering a different path in artificial intelligence by focusing on extreme compression and efficiency. While most companies pursue ever-larger models requiring massive cloud infrastructure, AI Zip is sh...

3 months ago

29 minutes

EDGE AI POD

How Innatera is Revolutionizing Low-Power AI with Neuromorphic Chips

What happens when we redesign computing hardware to work more like the human brain? The results are transformative for edge AI. Sumit Kumar from Inatera takes us inside the world of neuromorphic computing – a revolutionary approach that's bringing brain-like intelligence directly to sensors. Born from research at Delft University of Technology, Inatera is tackling one of the most significant challenges in modern technology: how to perform complex AI tasks on battery-powered devices without d...

3 months ago

16 minutes

EDGE AI POD

How Edge Matrix is Transforming Video Monitoring Through AI

Smart cities face an impossible challenge - monitoring countless security cameras 24/7 with human operators alone. Edge Matrix is solving this problem with innovative AI technology that transforms how urban environments approach security and monitoring. Founded in 2019 as a Cloudian spin-off, Edge Matrix has developed sophisticated video AI solutions designed specifically for smart city applications. Their systems can continuously monitor multiple camera feeds, instantly detect anomalies, an...

3 months ago

28 minutes

EDGE AI POD

From Stanford Labs to Edge AI Pioneers: FemtoSense's Journey

The quest to create artificial intelligence as efficient as the human brain is one of computing's most fascinating challenges. While today's AI systems consume megawatts of power in massive data centers, your brain accomplishes far more complex tasks on roughly 20 watts—about the same as a dim light bulb. This efficiency gap is what FemtoSense is determined to close. In this illuminating conversation with Sam from FemtoSense, we dive into the journey of this Stanford spin-off that's revoluti...

3 months ago

20 minutes

EDGE AI POD

Smart Sampling Unlocks Edge AI Capabilities You Never Thought Possible

What if everything we assumed about AI and data was wrong? In a world obsessed with collecting more and more sensor data, LightScline has discovered something remarkable: we might only need 10% of it. Drawing inspiration from the human brain's selective attention mechanism, LightScline co-founders Ankur and Ayush Goel have developed an approach that trains AI models to identify only the most information-rich portions of sensor data streams. The results are staggering—models requiring 400x fe...

4 months ago

20 minutes

EDGE AI POD

The future belongs to greasy machines that think for themselves - Anoop Balachandran of Tinkerblox

From cloud dependency to edge autonomy – we explore the frontier of intelligent edge computing with TinkerBlocks co-founder Anoop. Imagine a world where your machines don't need to phone home to make decisions. That's the vision driving TinkerBlox, a startup founded by former Bosch Digital executives who saw firsthand how IoT implementations were hamstrung by excessive reliance on cloud processing. Their mission: bring intelligence to where the action happens – directly on devices at the edg...

4 months ago

22 minutes

EDGE AI POD

How embedUR is bridging the gap between embedded development and AI with Rajesh Subramanian

The technological pendulum has swung dramatically over the last two decades. From desktop computing to cloud dominance and now back to the critical importance of edge devices, we're witnessing a renaissance in embedded systems. But this time, they're getting smart. Rajesh, founder of embedUR, takes us on a journey through this evolution, explaining how his company transformed from connectivity specialists to edge AI innovators. Founded in 2004 to accelerate embedded product development, Embe...

4 months ago

17 minutes