EDGE AI FOUNDATION Courses

Detecting Insufficient Lubrication in Ball Bearings Using Ultrasound MEMS Microphone

1 rating

Discover how ultrasound MEMS microphones can detect insufficient lubrication in ball bearings, exploring experimental results and practical applications in predictive maintenance.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Automated Yard Processes Using TinyML for Logistics Management

1 rating

Discover how TinyML and computer vision optimize yard logistics by automating truck license plate detection and streamlining gate check-in processes for efficient fleet management.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Edge AI Talks: SnipeSearch - Using Agentic AI to Empower with Knowledge

1 rating

Discover SnipeSearch, an advanced search tool using specialized AI agents for precision results across academic papers, videos, and web content, with built-in fact-checking for reliability.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

A 28nm AI Microcontroller with Embedded Flash Memory for Edge Computing

1 rating

Discover Anaflash's revolutionary 28nm AI microcontroller with embedded flash memory that eliminates memory bottlenecks, featuring zero-standby power and Near Memory Computing for efficient edge AI.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

High-Efficiency Embedded Computer Vision for TinyML

Explore advanced computer vision capabilities on microcontrollers, from face landmark detection to pose detection, using energy-efficient NPU integration for endpoint deployment.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Making ML Tiny with High-Level Synthesis - Optimizing AI Accelerators

Discover how High-Level Synthesis enables optimal ML accelerator design for ASIC/FPGA, exploring quantization, caching strategies, and efficient implementation techniques for Edge and IoT systems.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Embedded Edge Intelligence with Infineon Products and Imagimob Studio

Discover how to develop ML-based edge devices using Infineon's PSOC™ Edge MCUs and Imagimob Studio platform for efficient AI deployment and low-power operation.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Unleashing the Power of Tiny Neural Network Models in Medical Devices

Explore how tinyML and neural networks are revolutionizing medical devices through advanced diagnostic capabilities, personalized monitoring, and efficient on-edge performance optimization.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Streamlining TinyML Application Development Using Open-CMSIS and Visual Studio Code

Discover how to streamline machine learning development for embedded systems using Arm CMSIS extensions in VSCode, from application creation to deployment on various platforms.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

MicroCam - A Low-Power and Privacy Preserving Multi-modal Sensor Platform for Occupancy Detection

Discover how MicroCam's innovative multi-modal sensor platform uses AI and IoT technology to detect residential occupancy, enabling energy-efficient HVAC control while maintaining privacy and operating on battery power.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Architecture 2.0: Prompt Engineering and Foundation Models for Edge AI Hardware Design

Explore how foundation models and generative AI revolutionize TinyML hardware design through prompt engineering, enabling efficient edge AI solutions and accelerated development cycles.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

On-Device Generative AI: Deployment, Optimization, and Advanced Techniques

Discover how on-device AI deployment transforms computing through advanced optimization techniques, from model distillation to speculative decoding, enabling efficient generative AI processing across devices.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Foundation Model for Efficient Natural Disaster Damage Assessment Using Multi-Modal Data

Discover how AI and UAV technology combine with multimodal data to revolutionize natural disaster damage assessment, enabling faster emergency response through innovative deep learning solutions.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Using Generative Models to Improve Generative Models - Data-Centric Efficient AI

Discover how combining multiple generative models can create sophisticated data, enhance AI capabilities, and address data scarcity challenges in edge AI applications through strategic model integration.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

MobileLLM - Optimizing Sub-billion Parameter Language Models for On-Device Use Cases

Discover how MobileLLM optimizes language models for mobile devices through innovative architecture design, achieving superior performance with fewer parameters and reduced computational costs.

• YouTube
• 20 minutes
• Self-Paced
• Free Video