Hardware.ai Courses

Adding AI to Your ESP32 - Machine Learning and Object Detection

Explore machine learning on ESP32: object detection, image recognition, keyword spotting, time series data, and LLMs. Learn to implement AI using EdgeImpulse and Google TensorFlow Lite for Microcontrollers.

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

The Orion O6 Just Leveled Up - ARM Desktop PC Build and Performance Testing

Explore building the Radxa Orion O6 into an AI mini PC, comparing Debian vs Armbian, testing Mesa Panfrost GPU drivers for llama.cpp and gaming with Vulkan/OpenGL support.

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

Smallest Arduino Boards - A Guide to Seeed Studio XIAO Series

Explore the versatile Seeed Studio XIAO series of Arduino-compatible boards, comparing features and applications across different models from SAMD21 to the latest MG24.

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

Speech-to-Intent on MCU: TinyML for Efficient Device Control - Lecture 6

Train a speech-to-intent model and deploy it for on-device inference on a Cortex-M4F microcontroller.

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

Wio Terminal TinyML Course - Anomaly Detection for Predictive Maintenance with Blynk IoT Platform

Build an on-device anomaly detector for predictive maintenance using Wio Terminal accelerometer data, neural network inference, and Blynk IoT monitoring.

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

Wio Terminal TinyML Weather Prediction with TensorFlow Lite and LVGL GUI - Course 4

Build a TinyML weather station that predicts precipitation from local sensor data on a Wio Terminal.

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

Wio Terminal TinyML Course - People Counting and Azure IoT Central Integration - Part 3

Build a people-counting TinyML model from sensor data, deploy it on a Wio Terminal, and connect it to Azure IoT Central.

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

Machine Learning Inference on Raspberry Pi Pico 2040 via Edge Impulse

Run a machine learning model on Raspberry Pi Pico using Edge Impulse, with inference on sample and sensor data plus a data-forwarder example.

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

Wio Terminal TinyML Course - Audio Scene Recognition on Microcontrollers with Arduino IDE

Build and deploy an audio scene recognition model on a Wio Terminal microcontroller using Arduino IDE.

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

Introduction to TinyML on Wio Terminal - Machine Learning on Microcontrollers

Build and deploy a TinyML gesture-recognition model on a Wio Terminal using Arduino IDE, from sensor-data collection through on-device testing.

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