/Unsupervised_learning

Unsupervised learning

Primary LanguageJupyter Notebook

Unsupervised learning using KMeans and PCA

Two notebooks:

1_PCA_KMeans_CountryData : Finding patterns in a dataset on countries with features such as spend on health, GDP per person, fertility rate etc. Notebook includes EDA, standardising and scaling data, PCA modelling, KMeans modelling, optimising for KMeans and visualisations on the clusters with deep dive into one of the three clusters.

2_PCA Nutrition : Finding patterns on the nutritional composition of food. Notebook includes EDA, standardising and scaling data and clustering with PCA.