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Basics of Musical Instruments Classification using Machine Learning

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Basics of Musical Instruments Classification using Machine Learning

Renato Profeta, Guitars.AI, Technische Universität Ilmenau
Homepage: http://www.rptecnologias.com/
Instagram: https://www.instagram.com/guitars.ai/
Twitter: https://twitter.com/guitars_ai
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Linkedin: https://www.linkedin.com/in/renato-profeta-6b678831/
Youtube: https://www.youtube.com/channel/UCyAyQAu_PTX5h1Ni4q0ShHQ

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Everything Is AWESOME

Content

The Very Basiccs of Musical Instruments Classification

  • I: MFCC, kNN Binder
  • II: MFCC, SVM Binder
  • III: MFCC, SVM with Grid Search Binder
  • IV: MFCC, A Gentle Introduction to Deep Learning using Keras, Part 1 - Model Class Binder
  • V: MFCC, A Gentle Introduction to Deep Learning using Keras, Part 2 - Sequential Model with Grid Search Binder
  • VI: STFT, Introduction to CNN using Keras Binder Google Colab
  • VII: STFT and an Introduction to CNNs using PyTorch Binder Google Colab

Requirements

For the requirements for this project to run, please check the following files at the 'binder' folder:

  • apt.txt
  • requirements.txt
  • postBuild

Dataset: Philarmonia Orchestra Sound Samples

Website: https://philharmonia.co.uk/resources/sound-samples/

MyBinder

Launch Binder to Interact with the notebooks in a live environment in the cloud:Binder

Guitars.AI

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www.rptecnologias.com
guitars.ai@rptecnologias.com

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