machine learning Archives

MYWAI™ VILMA™ is designed to bring human-like learning to robots via one-shot demonstration

Every day, hundreds of thousands of kits are prepared in warehouses before components ever reach an automotive production line. While robots have become commonplace in modern manufacturing, many upstream logistics activities still rely heavily on human operators performing repetitive pick-and-place and kitting tasks. What if robots could learn these operations the same way humans do: […]

Boards:UNO Q VENTUNO Q

Categories:Arduino

This robot can identify terrain based on the vibrations it causes

You’ve probably noticed that your car feels different when driving on gravel, compared to what you’re used to on asphalt — even normal road asphalt can feel different than the concrete of a bridge. A lot of the feeling you detect is the result of the vibrations caused by that particular surface and the sounds […]

Boards:UNO Q

Categories:Arduino

Improving bicycle safety with voice-activated turn signals

Bicycle safety is always a concern, but is a particularly big problem in cities where cycling is less common. Drivers in cars don’t expect to encounter cyclists and don’t know how to share the road properly. To protect themselves, cyclists need to be as predictable as possible and overt with their intentions. Signaling is critical, […]

Boards:Portenta

Categories:Arduino

Is your heating radiator working? This system uses edge AI to find out

Heating isn’t just about comfort in very cold regions in the world, it is absolutely critical. If your home’s heat fails when you’re away, you might get back to find burst pipes. That’s especially problematic for large apartment buildings that rely on central boilers and radiators in the units. Manivannan’s Arduino-based edge solution leverages AI […]

Boards:Portenta

Categories:Arduino Machine Learning

Making fire detection more accurate with ML sensor fusion

The mere presence of a flame in a controlled environment, such as a candle, is perfectly acceptable, but when tasked with determining if there is cause for alarm solely using vision data, embedded ML models can struggle with false positives. Solomon Githu’s project aims to lower the rate of incorrect detections with a multi-input sensor fusion technique […]

Boards:Nano 33 BLE Sense

Categories:Arduino

This desk lamp automatically adjusts its brightness using AI on an Arduino UNO

When you hear about all of the amazing things being accomplished with artificial intelligence today, you probably assume that they require a massive amount of processing power. And while that is often true, there are machine learning models that can run on the edge — including on low-power hardware like microcontrollers. To prove that, Shovan […]

Boards:Uno

Categories:Arduino

Machine learning makes fabric buttons practical

The entire tech industry is desperate for a practical wearable HMI (Human Machine Interface) right now. The most newsworthy devices at CES this year were the Rabbit R1 and the Humane AI Pin, both of which are attempts to streamline wearable interfaces with and for AI. Both have numerous drawbacks, as do most other approaches. […]

Boards:Nano ESP32

Categories:Arduino

Classifying audio on the GIGA R1 WiFi from purely synthetic data

One of the main difficulties that people encounter when trying to build their edge ML models is gathering a large, yet simultaneously diverse, dataset. Audio models normally require setting up a microphone, capturing long sequences of sounds, and then manually removing bad data from the resulting files. Shakhizat Nurgaliyev’s project, however, eliminates the need for the […]

Boards:GIGA R1 WiFi

Categories:Arduino GIGA Display Shield

Improving comfort and energy efficiency in buildings with automated windows and blinds

When dealing with indoor climate controls, there are several variables to consider, such as the outside weather, people’s tolerance to hot or cold temperatures, and the desired level of energy savings. Windows can make this extra challenging, as they let in large amounts of light/heat and can create poorly insulated regions, which is why Jallson Suryo […]

Boards:Nano 33 BLE Sense

Categories:Arduino Nicla Nicla Voice

Teaching an Arduino UNO R4-powered robot to navigate obstacles autonomously

The rapid rise of edge AI capabilities on embedded targets has proven that relatively low-resource microcontrollers are capable of some incredible things. And following the recent release of the Arduino UNO R4 with its Renesas RA4M1 processor, the ceiling has gotten even higher as YouTuber Nikodem Bartnik has demonstrated with his lidar-equipped mobile robot. Bartnik’s project started with […]

Boards:Uno R4

Categories:Arduino

MYWAI™ VILMA™ is designed to bring human-like learning to robots via one-shot demonstration

This robot can identify terrain based on the vibrations it causes

Improving bicycle safety with voice-activated turn signals

Is your heating radiator working? This system uses edge AI to find out

Making fire detection more accurate with ML sensor fusion

This desk lamp automatically adjusts its brightness using AI on an Arduino UNO

Machine learning makes fabric buttons practical

Classifying audio on the GIGA R1 WiFi from purely synthetic data

Improving comfort and energy efficiency in buildings with automated windows and blinds

Teaching an Arduino UNO R4-powered robot to navigate obstacles autonomously

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