Comparative Audio Analysis With Wavenet, MFCCs, UMAP, t-SNE and PCA
▻https://medium.com/@LeonFedden/comparative-audio-analysis-with-wavenet-mfccs-umap-t-sne-and-pca-cb8237bfce2
This post is on a project exploring an audio dataset in two dimensions. I cover some interesting algorithms such as NSynth, UMAP, t-SNE, MFCCs and PCA, show how to implement them in Python using Librosa and TensorFlow, and also demonstrate a visualisation in HTML, JavaScript and CSS that allows us to interactively explore the audio dataset in a two dimensional, parameterised plots
#UMAP #tSNE #sons #visualisation