tinyML Courses

Dedicated Audio Processors at the Edge Are the Future of AI

Explore dedicated audio processors for edge AI, improving user interfaces with lower latency and cost. Learn about voice integration challenges and design capabilities for effective implementation.

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

TinyML Talks - Review of the TinyML EMEA Forum - The Seeds Have Been Planted, Time for the EMEA

Comprehensive review of the inaugural tinyML EMEA Forum, highlighting key events, discussions, and future directions for the tinyML movement in Europe, Middle East, and Africa.

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

The "Top" Ten tinyML Commandments

Explore ten essential principles for tinyML success, covering data engineering, codesign, metrics, reproducibility, and industry collaboration, to drive innovation in embedded machine learning.

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

Analysis of ECG Data by Energy Efficient Decision Trees on a Reconfigurable ASIC

Innovative approach using decision tree ensembles for energy-efficient ECG analysis, achieving high accuracy in detecting atrial fibrillation with minimal energy consumption.

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

Avoiding Loss of Quality in Tiny Models - Neuton.ai Partner Session

Explore compact AI models without sacrificing quality. Learn to assess model quality, understand decision-making logic, evaluate training data, and interpret model outputs for tinyML applications.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

TinyML Talks France - State of the TinyML Today

Exploration des applications, avancées et défis du TinyML, mettant en lumière son potentiel dans les systèmes à très faible consommation et son impact sur l'IA embarquée et l'IoT.

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

TinyML Journey - From Face Detection Demo to Real-Life Commercial Deployment

Explore the journey of TinyML from face detection demos to large-scale commercial deployment in notebooks, addressing real-world challenges and bridging the gap between technology and business.

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

ZigZag - An Architecture-Mapping Design Space Exploration Framework for Deep Learning Accelerator

Explore ZigZag, a framework for optimizing deep learning accelerator design through architecture-mapping space exploration, enhancing efficiency in embedded systems.

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

Bottom-up and Top-down Neural Processing Systems Design: Unveiling the Road Toward Neuromorphic Intelligence

Explore neuromorphic computing approaches for embedded cognition, comparing bottom-up and top-down designs through silicon implementations and discussing tradeoffs for edge computing applications.

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

The Model Efficiency Pipeline: Enabling Deep Learning Inference at the Edge

Explore optimizing deep learning for edge devices through model efficiency techniques, including neural architecture search, pruning, quantization, and conditional processing.

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

A Battery-Free Long-Range Wireless Smart Camera for Face Detection

Explore battery-free wireless smart cameras for face detection using edge AI and low-power microcontrollers. Learn about energy harvesting, tiny ML algorithms, and novel hardware architectures for IoT devices.

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

tinyML Vision Challenge - Intel-Luxonis DepthAI Platform Overview

Explore Intel and Luxonis' DepthAI platform for advanced vision solutions. Learn about AI inference, OpenVINO toolkit, and developing spatial edge applications using the LUX-ESP32 device.

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

Lessons Learned from Building a TinyML-Powered Artificial Nose

Explore building a TinyML-powered artificial nose, from concept to implementation. Learn about hardware, sensors, models, and integrating TinyML applications into IoT ecosystems.

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

EMEA 2021 Tiny Talks- Image-Based Target Identification on a Tiny RISC-V Multi-Core Application

Explore cutting-edge RISC-V multicore technology for image-based target identification, featuring GAP9 processor and innovative algorithms for advanced audio processing in hearable devices.

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

Bio-inspired Neuromorphic Circuits Architectures for Ultra-Low Power AI

Explore bio-inspired neuromorphic circuits for ultra-low power, brain-like computing. Learn strategies for robust, low-latency processing using electronic neural elements, with applications in extreme-edge scenarios.

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