Edge AI Courses and Certifications

Edge Impulse

Edge AI Fundamentals

11 ratings at Coursera

Learn the concepts and vocabulary of edge AI, from how edge AI systems are architected to where the technology is applied in practice.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Arm Education

Teaching AI on the Edge

Learn to teach edge AI in higher education: pruning, quantization, small-model design, multimodal foundation models, plus project-based strategies covering data privacy, model bias, and regulation.

• Coursera
• 1 hour 1 minute
• Self-Paced
• Paid Course

Coursera

Optimize and Deploy Edge AI Models

Evaluate model behavior across data slices and apply TensorFlow Lite quantization to weigh size, inference speed, and accuracy trade-offs before deploying to edge devices.

• Coursera
• 1 hour 27 minutes
• Self-Paced
• Paid Course

Edge AI

This course offers a comprehensive introduction to Edge AI, focusing on fundamental concepts, popular small language models tailored for edge deployment, and hardware-aware optimization techniques. It

• SWAYAM Plus
• 60 hours
• Self-Paced
• Free Certificate

Azure Percept - AI IoT Edge Made Easy - Part 1

Build and deploy AI solutions on Azure Percept edge hardware, with no-code and coded workflows for object detection and bird classification.

• YouTube
• 2 hours 1 minute
• Self-Paced
• Free Video

EDGE AI FOUNDATION

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

Edge AI Design Strategy for C2C E-Commerce Applications

Explore edge AI strategies for C2C e-commerce, focusing on client-side machine learning, MediaPipe integration, and optimizing performance across web and native platforms.

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

tinyML

Leveraging Sparsity for Fast Response Times in Edge AI - tinyML Summit 2021

Explore how sparsity and the NeuronFlow multicore architecture enable low-latency, real-time AI applications at the edge.

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

tinyML

AI at the Edge - Enabling Vision for Low-Power Devices

Learn how to build and deploy high-quality computer vision algorithms on low-power, battery-powered devices through data, hardware, and model optimization.

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

Toronto Machine Learning Series (TMLS)

Edge AI - The Next Frontier

Explore Edge AI's potential for real-time decision-making on devices like smartphones and appliances. Learn about use cases, opportunities, and see hands-on demos of Edge AI projects.

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

tinyML

Edge AI for a Sustainable Future

Explore edge AI's role in sustainability, from semiconductor advancements to industrial virtualization and smart devices. Discover how TinyML and Gen AI drive efficiency, safety, and innovation across multiple sectors.

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

EDGE AI FOUNDATION

The Future Is Edge AI - Distributed Intelligence and Local Processing

Explore how Edge AI transforms industries through distributed intelligence, from factory defect detection to personal copilots, with Intel's open-edge platform and specialized models.

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

EDGE AI FOUNDATION

The Edge AI Alliance - Decentralized Distributed Edge AI with Parallel and Multimodel Capabilities

Explore decentralized AI networks using wearables and sensors that collaborate without cloud dependency, featuring practical edge computing patterns and TinyML applications.

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

EDGE AI FOUNDATION

The Optimization Trap in Edge AI

Discover why AI models fail on real devices despite theoretical efficiency and learn a 4-step framework to align architecture with hardware for faster, reliable edge deployment.

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

EDGE AI FOUNDATION

How Can Edge AI Transform Energy Infrastructure?

Discover how edge AI revolutionizes energy infrastructure through intelligent monitoring, optimization, and predictive capabilities in smart grids and EV charging systems.

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