How to Classify Audio Chords with a Convolutional Neural Network

Discussion in 'Python' started by Eran Feit, Jun 30, 2023.

  1. Eran Feit

    Eran Feit Member

    Joined:
    Aug 20, 2022
    Messages:
    57
    Likes Received:
    3
    Trophy Points:
    8
    Gender:
    Male
    Discover how to classify audio chords with our latest YouTube tutorial!

    In our latest video tutorial, we will show you how to use a convolutional neural network (CNN) to classify audio chords.

    We will start by examining a few audio files and playing them back. Then, we will code a transform process to convert the audio files to spectrogram images. Spectrogram images are visual representations of sound waves. They can be used to identify different frequencies and amplitudes, which can be used to classify chords.

    Next, we will write a CNN model to generate a binary classification between major and minor chords. We will train the model on a dataset of spectrogram images that have been labeled with the correct chord. The model will learn to identify the features of each chord and to classify them accordingly.

    Finally, we will test the model on a new set of spectrogram images that have not been labeled. The model will predict the chord for each image and you can compare its predictions to the ground truth labels.

    This video is for anyone who is interested in learning how to use deep learning to classify audio chords. It is also a good resource for music producers who want to use machine learning to improve their music.

    I hope you enjoy the video!

    If you are interested in learning modern Computer Vision course with deep dive with TensorFlow , Keras and Pytorch , you can find it here : http://bit.ly/3HeDy1V

    Perfect course for every computer vision enthusiastic


    actually recommend this book for deep learning based on Tensorflow and Keras : https://amzn.to/3STWZ2N I


    Check out our tutorial here :


    You can find the code for this video here : https://ko-fi.com/s/585fb97174


    Enjoy

    Eran


    #DeepLearning #AudioClassification #SpectrogramAnalysis #MusicAI #audioclassification #computervision #tensorflow
     

Share This Page

  1. This site uses cookies to help personalise content, tailor your experience and to keep you logged in if you register.
    By continuing to use this site, you are consenting to our use of cookies.
    Dismiss Notice