Basics of Musical Instruments Classification using Machine Learning

Renato Profeta, Guitars.AI, Technische Universität Ilmenau

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Youtube Playlist

Content

The Very Basiccs of Musical Instruments Classification

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

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:

Guitars.AI

www.rptecnologias.com


guitars.ai@rptecnologias.com