Basics of Musical Instruments Classification using Machine Learning

Youtube Playlist

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

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

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

Name		Name	Last commit message	Last commit date
Latest commit History 86 Commits
.ipynb_checkpoints		.ipynb_checkpoints
audio		audio
binder		binder
img		img
BasicsMusicaInstrumentsClassifDNKeras1.ipynb		BasicsMusicaInstrumentsClassifDNKeras1.ipynb
BasicsMusicaInstrumentsClassifDNKeras2GridSearch.ipynb		BasicsMusicaInstrumentsClassifDNKeras2GridSearch.ipynb
BasicsMusicaInstrumentsClassifSTFTCNN.ipynb		BasicsMusicaInstrumentsClassifSTFTCNN.ipynb
BasicsMusicaInstrumentsClassifSVM.ipynb		BasicsMusicaInstrumentsClassifSVM.ipynb
BasicsMusicaInstrumentsClassifSVMGridSearch.ipynb		BasicsMusicaInstrumentsClassifSVMGridSearch.ipynb
BasicsMusicaInstrumentsClassifStftCnnPyTorch.ipynb		BasicsMusicaInstrumentsClassifStftCnnPyTorch.ipynb
BasicsMusicaInstrumentsClassifkNN.ipynb		BasicsMusicaInstrumentsClassifkNN.ipynb
README.md		README.md
colab_BasicsMusicaInstrumentsClassifSTFTCNN.ipynb		colab_BasicsMusicaInstrumentsClassifSTFTCNN.ipynb
inst_labels.pl		inst_labels.pl
instruments_labels.pl		instruments_labels.pl
mfcc_feature_vectors.pl		mfcc_feature_vectors.pl
trainedSVM.joblib		trainedSVM.joblib