WREN builds and donates AI-powered listening stations β a Raspberry Pi running open-source BirdNet-Go β to schools and marine institutes, so students can discover the birds in their own backyard and contribute to global science.
WREN distributes BirdNet-Go systems to classrooms, giving students the tools to understand their local ecosystems by monitoring the sounds of their local birds
Students see real machine learning at work β turning raw audio into spectrograms and species predictions with a neural network.
Lessons connect to the birds in your schoolyard, making biology and environmental science tangible and local.
Every detection is shared with BirdWeather, contributing to worldwide citizen-science datasets used by real researchers.
The whole pipeline runs on a tiny computer the size of a deck of cards β no field researchers needed.
A weatherproof microphone records 48kHz audio outdoors, 24/7.
The Raspberry Pi splits audio into 3-second chunks and filters noise.
BirdNet's neural net reads the spectrogram and names the species.
Detections appear live on a local web dashboard with confidence scores.
Verified detections are sent to BirdWeather for global research.
Bioacoustics sits at the intersection of biology, physics, and computer science β and it's the perfect way to make AI concrete for students.
A Fast Fourier Transform converts each audio clip into a spectrogram β a 2D picture of frequency over time. Every species has its own visual "fingerprint."
A convolutional neural network (CNN) β the same kind of model used for image recognition β classifies that spectrogram and outputs a probability for each species.
Each detection comes with a confidence score, stored in a local SQLite database. Students can export the data and analyze it in Python with pandas and matplotlib.
audio β FFT β spectrogram β CNN β species
Low cost, low power, and fully programmable β the BirdPi is built to run quietly in a classroom for years.
Acoustic monitoring is passive, scalable, and runs around the clock. Every station adds to a picture researchers can't build alone.
North America has lost ~3 billion birds since 1970 (Cornell Lab, 2019). Monitoring at scale has never mattered more.
Standards-friendly presentations that walk students through the science, the system, and a hands-on activity. Download and preview them below.
Are you a teacher, administrator, or educator at a school? Tell us about your class and we'll work to send you a free BirdNet-Go station and lesson plan.