Edge AI Courses and Certifications

USC Information Sciences Institute

AI on the Edge: Post-CMOS Hardware and Device Materials - Session IV

Explore cutting-edge advancements in post-CMOS hardware and device materials for energy-efficient neuromorphic computing and edge AI applications.

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

SNIAVideo

The Intersection of Edge and AI - Understanding Modern Edge Computing and AI Integration

Explore how AI and Edge computing intersect to transform enterprise operations, from modern edge architecture to AI workload implementation and operational enablement.

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

Conf42

FLiPN Stack for Edge AI - Flink, NiFi, Pulsar

Explore FLiPN Stack for Edge AI: Learn about Flink, NiFi, and Pulsar integration for efficient data processing and streaming in IoT environments.

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

tinyML

Taking Control of Edge AI Projects - Tools and Automation

Explore the need for improved tools and automation in edge AI projects, featuring insights on SensiML's Piccolo AI™ open-source suite for TinyML development.

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

LinaroOrg

Pioneering Edge AI Platforms - Building and Testing Robust Solutions

Dive into the essential components of Edge AI platforms, exploring testing processes, performance optimization, and innovative solutions for tackling complex technical challenges in edge computing.

• YouTube
• 34 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

EDGE AI FOUNDATION

Energy-Efficient Asset Tracking with Edge AI - Industry 4.0 Innovation

Discover how PES University students leverage Edge AI and TinyML for indoor asset tracking in manufacturing, combining Wi-Fi and BLE signals with machine learning to create real-time, energy-efficient location monitoring systems.

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

LinaroOrg

Optimizing Edge AI with Executorch and Ethos U

Explore integrating Arm's Ethos-U NPUs with Executorch for efficient edge AI, leveraging TOSA framework to optimize neural networks and deploy PyTorch models with minimal latency.

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

Platform Engineering

Maximize Edge AI Power and Cut Costs with vCluster and KubeEdge

Discover how to optimize edge AI deployments while reducing costs using vCluster and KubeEdge technologies for efficient distributed computing.

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

EDGE AI FOUNDATION

Empowering at the Edge - The Arduino Way to AI

Discover Arduino's accessible approach to edge AI through a four-step journey from no-code experiments to production deployment, featuring open hardware and cloud-native tools.

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

EDGE AI FOUNDATION

EDGE AI Blueprints - VillageOS™: Generative AI for Sustainable, Autonomous Housing

Discover how VillageOS™ uses generative AI and machine learning to design and operate climate-resilient, self-sustainable housing developments worldwide.

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

AWS Events

AI Acceleration at the Edge - Optimizing Business Solutions with Intel Technologies

Discover how leading companies leverage AI at the edge with Intel toolkits to transform agriculture, manufacturing, and automotive sectors through optimized experiences, forecasting, and inventory management.

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

EDGE AI FOUNDATION

Real World AI - Tackling Dynamic MLOps Challenges for Edge Devices

Explore how integrated platforms for data, connectivity, and over-the-air software delivery solve unique challenges in deploying Edge AI across remote, cellular-connected devices.

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

EDGE AI FOUNDATION

Harnessing Edge AI to Map Plastic Debris in the World's Oceans

Discover how AI-powered computer vision and edge computing solutions are revolutionizing ocean cleanup efforts by detecting, monitoring, and mapping marine plastic pollution in real-time.

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

A Next-generation IoT Platform for Edge AI Applications Leveraging Sensors and WebAssembly

Discover how to build an advanced IoT platform combining Edge AI, sensors, and WebAssembly for seamless device-to-cloud integration and dynamic AI model deployment.

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