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🐦 Audio Classification using CNN

This project focuses on classifying bird sounds from the FSC22 Dataset by converting audio signals into spectrograms and applying CNN-based image classification techniques to identify different bird species.

πŸ“‚ Dataset

For the dataset, refer to the FSC22 Dataset on Kaggle.

Approach

  1. Convert audio recordings into spectrogram images.
  2. Preprocess and normalize the spectrogram data.
  3. Train a CNN model to classify different bird species.
  4. Evaluate the model on test data.

πŸš€ Technologies Used

  • Python
  • TensorFlow Keras
  • Librosa (for audio processing)
  • Matplotlib & Seaborn (for visualization)

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  • Jupyter Notebook 99.9%
  • Python 0.1%