Ten years in: Deep learning changed computer vision, but the classical elements still stand

another mode of delivery is emerging: AI-based agents.

Its a standalone model and can be used even when your phone is offline.using the TFLite Tensorflow packages.

from graphs showing what birds are most common at what time of day.capturing the early morning chirps of a local wren and the call of a dunnock deep in the hedge.The spectrogram of a small flock of sparrows.

All you need is a recent Raspberry Pi running a 64-bit version of the Bullseye release of Raspberry Pi OS.Its just another of my Raspberry Pi projects.

Everything is controlled from a simple console.

shutting the doors and windows and bringing the cats in after a warm late May day.My current setup also used Raspberry Pi OSs ALSA tools to increase microphone gain by 25dB.

to lists of everything detected.with a built-in live view of its log files and a web-based terminal for system administration.

My second attempt used a USB sound card that promised a microphone input and a basic lapel microphone.I can hear them tweeting and chirping.