https://github.com/mpolinowski/signal-processing-tensorflow
Deep Audio Classifier with Tensorflow
https://github.com/mpolinowski/signal-processing-tensorflow
audio-classification deep-learning python3 tensorflow2
Last synced: about 2 months ago
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Deep Audio Classifier with Tensorflow
- Host: GitHub
- URL: https://github.com/mpolinowski/signal-processing-tensorflow
- Owner: mpolinowski
- Created: 2022-05-10T05:02:13.000Z (about 4 years ago)
- Default Branch: master
- Last Pushed: 2022-05-10T05:02:21.000Z (about 4 years ago)
- Last Synced: 2025-01-28T19:17:30.402Z (over 1 year ago)
- Topics: audio-classification, deep-learning, python3, tensorflow2
- Language: Jupyter Notebook
- Homepage: https://mpolinowski.github.io/devnotes/2022-04-01-tensorflow-audio-classifier
- Size: 65.4 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Signal Processing with Tensorflow
This program fits a model based on audio recordings that contain the audio signal you are looking for
and recording only containing background noise.
The program then runs through your raw recording and searches for instances of the signal you are looking for.
Prepare data/raw (mp3) and a collection of data/positives (wav, 3-5s) and data/negatives (wav, 3-5s)
recordings and run this program.
Further information in [notebook/signal-processing.ipynb](notebook/signal-processing.ipynb)
and on [Tensorflow Audio Classifier](https://mpolinowski.github.io/devnotes/2022-04-01-tensorflow-audio-classifier)
This code is based on the [Tutorial by Nicholas Renotte](https://www.youtube.com/watch?v=ZLIPkmmDJAc) and solves a Deep-Learning Signal Processing Challenge posted on [kaggle.com](https://www.kaggle.com/datasets/kenjee/z-by-hp-unlocked-challenge-3-signal-processing).