swipswaps/basicsmusicalinstrumclassifi

Basics of Musical Instruments Classification using Machine Learning

Basics of Musical Instruments Classification using Machine Learning

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

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: http://www.philharmonia.co.uk/explore/sound_samples

MyBinder

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

Guitars.AI

www.rptecnologias.com
[email protected]