Neural Processing Units Courses and Certifications

Stanford Seminar - Centaur Technology's Deep Learning Coprocessor

Explore Centaur's innovative x86 microprocessor with integrated AI Coprocessor, delivering high performance for server applications and deep learning tasks while maintaining efficiency and scalability.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

EDGE AI FOUNDATION

Comparative Analysis of NPU Optimized Software Framework

Discover how to leverage underutilized Mobile Processing Units in smartphones for cost-effective, secure, offline AI deployment across fragmented mobile ecosystems.

• YouTube
• 14 minutes
• On-Demand
• Free Video

EDGE AI FOUNDATION

Enhancing Neural Processing Units with Digital In-Memory Computing

Explore how digital in-memory computing enhances neural processing units, focusing on STMicroelectronics' experimental low-power NPU design and its applications in edge computing and face detection.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Paul G. Allen School

Domain Specific Architectures for Deep Neural Networks: Three Generations of Tensor Processing Units

Exploring three generations of Tensor Processing Units (TPUs) for deep neural networks, highlighting performance improvements and the rise of domain-specific architectures in the post-Moore's Law era.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Windows 11 Pro Accreditation 2025

Discover Windows 11 Pro's value proposition, AI capabilities, and upgrade strategies while preparing for Windows 10 end-of-support and exploring Copilot+ PCs' neural processing features.

• Microsoft Learn
• 1 hour 1 minute
• On-Demand
• Free Online Course

EDGE AI FOUNDATION

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
• On-Demand
• Free Video

EDGE AI FOUNDATION

Empowering the Edge - Practical Applications of Embedded Machine Learning on MCUs

Discover practical implementations of machine learning on microcontrollers, from model compression techniques to real-world applications using Neural Processing Units for enhanced performance.

• YouTube
• 57 minutes
• On-Demand
• Free Video

NDC Conferences

AI Without the BS, for Humans

Discover the practical applications of AI with Scott Hanselman as he explores large and small language models, NPUs, and how AI can enhance productivity without the hype.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Kevin McAleer

Raspberry Pi AI HAT+ 2 - Performance Comparison with Apple's M4

Discover the new Raspberry Pi AI HAT+ 2's capabilities, performance improvements over the original, and whether it delivers faster AI processing than Apple's M4 chip.

• YouTube
• 12 minutes
• On-Demand
• Free Video

All About AI

Local AI on a Laptop in 2026 - AMD Ryzen AI PRO 128GB

Explore the future of local AI computing with AMD Ryzen AI PRO 128GB laptops, showcasing powerful on-device AI capabilities and performance for 2026.

• YouTube
• 17 minutes
• On-Demand
• Free Video

tinyML

Tiny but Powerful: Hardware for High Performance, Low Power Machine Learning

Explore cutting-edge hardware for ultra-low power machine learning at the edge, covering TinyML applications, model optimization, and emerging trends in efficient computing.

• YouTube
• 1 hour
• On-Demand
• Free Video

USENIX

FwdLLM: Efficient Federated Finetuning of Large Language Models with Perturbed Inferences

Innovative federated learning protocol for efficient fine-tuning of large language models on mobile devices, addressing resource constraints through BP-free training and perturbed inferences.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Anyscale

Scaling Ray to 10,000 NPUs - Huawei's Hyperscale Journey

Dive into Huawei's groundbreaking journey of integrating 10,000 Ascend NPUs with Ray, exploring technical innovations, observability solutions, and strategies for hyperscale AI infrastructure deployment.

• YouTube
• 20 minutes
• On-Demand
• Free Video

LinaroOrg

The Path to Mainline for NPU Drivers in Linux Kernel

Explore the roadmap for integrating NPU drivers into the Linux kernel mainline, focusing on standardization, upstream compatibility, and efficient user-space integration strategies.

• YouTube
• 24 minutes
• On-Demand
• Free Video

LinaroOrg

Accelerating Edge AI Innovation with Arm Architecture

Explore Arm's vision for edge computing and AI innovation, focusing on Ethos NPU, Helium Cortex-M, and solutions for efficient ML workload deployment at the IoT edge.

• YouTube
• 18 minutes
• On-Demand
• Free Video