Medical Devices Courses

tinyML

Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices

Explore hyperdimensional computing optimization for edge devices, reducing model size and energy consumption while maintaining accuracy in lightweight machine learning applications.

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

tinyML

hls4ml: An Open-Source Co-Design Workflow for Scientific Low-Power Machine Learning Devices

Explore hls4ml, an open-source workflow for implementing machine learning algorithms on FPGAs and ASICs, enabling real-time processing for scientific applications and accelerating discoveries.

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

tinyML

tinyML: Impact and Growth of Always-On Devices

Explore the growing impact of tinyML devices in everyday life, from always-on voice in phones to environmental sensing in machines, and learn about the market's rapid expansion and technological requirements.

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

tinyML

Oral Tongue Lesion Detection Using TinyML on Embedded Devices

Explore oral tongue lesion detection using TinyML on embedded devices for early cancer screening, supporting physicians in remote healthcare settings with limited specialized resources.

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

tinyML

Building Personal Computing Devices with Sensing - Intel's Approach

Explore Intel's journey in integrating sensing technologies into personal computing devices, from Sandy Bridge to 11th Gen chipsets, enhancing user experiences and device capabilities.

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

tinyML

Toward Data-Driven Applications with AIoT Devices

Explore data-driven AIoT applications, model reduction techniques, and meta-learning approaches for enhanced inference accuracy in diverse environments, with real-life examples and future research directions.

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

tinyML

Powering Innovation in AI Devices on the Edge with Micro-NPUs - tinyML Asia 2020

Explore Arm's Ethos-U micro-NPUs for efficient AI processing on edge devices, enabling new applications and capabilities in embedded systems through advanced Machine Learning solutions.

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

tinyML

Networks Within Networks - Novel CNN Design Space Exploration for Resource-Limited Devices

Explore novel CNN design for resource-limited devices using "network within network" paradigm. Learn automated method for compressing neural networks while preserving accuracy and meeting size constraints.

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

tinyML

Speech Recognition on Low Power Devices

Explore multilingual speech recognition on low-power devices, covering model optimization techniques, neural network compression, and practical demonstrations for efficient implementation.

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

tinyML

Ultra-Low-Power Command Recognition for Ubiquitous Devices

Explore ultra-low-power command recognition for ubiquitous devices, covering noise challenges, system goals, core functions, training, and implementation on tiny hardware.

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

Nvidia

Modern Medical Image Segmentation, AutoML, and Beyond

Explore advanced medical image segmentation techniques, including AutoML and deep learning, for improved disease understanding and clinical diagnosis.

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

Digi-Key

Build Smarter Devices with the World's Smallest Arm Cortex-M4 FPU Microcontroller

Explore building smarter, compact devices using the MAX32660 microcontroller. Learn about power efficiency, pin assignments, and development tools for creating innovative, size-constrained solutions.

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

Opto Video

Secure & Democratize the Data in Your Customer's Brownfield Devices

Secure legacy devices, add cybersecurity, and integrate operational data into modern IIoT infrastructure using edge programmable industrial controllers for digital transformation initiatives.

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

Tech Tutorials - David McKone

How to Share USB Devices Over IP Using a Raspberry Pi

Learn to share USB devices over IP using a Raspberry Pi, enabling remote access and flexible device placement. Ideal for VM configurations, centralized device management, and improved wireless coverage for USB peripherals.

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

Kevin Darrah

Working with I2C (Two Wire Interface) Devices - Tutorial

Learn to interface with I2C devices like compasses, EEPROMs, and RTCs. Covers I2C basics, code implementation, and datasheet interpretation for Arduino projects.

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