Bird Species Classification from Audio Using Deep Learning

This AI project is about identifying bird species by listening to their voices. Sound recording of birds is converted into data and deep learning model is trained to classify birds accurately.

Objective of this project is to develop deep learning model to predict the bird species from audio recordings.

✔ Successfully built a deep learning model that identifies bird species from audio
✔ Achieved strong accuracy even with background noise
✔ Demonstrated real-world application of AI

Bird species classification using deep learning by analyzing audio spectrograms with CNN models

Dataset Used

Cornell BirdCLEF Dataset

  • Thousands of bird audio samples

  • Multiple bird species

  • Real-world noisy environmental sounds

This dataset is widely used in international AI competitions and research.

Tools & Technologies Used

This project uses industry-relevant AI tools, all of which are covered in our AI course in Pune:

  • Python – Core programming language

  • Librosa – Audio processing and feature extraction

  • Spectrograms & Mel-Spectrograms – Converting sound into visual data

  • PyTorch – Deep learning framework

  • Convolutional Neural Networks (CNNs) – For pattern recognition in spectrograms

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