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Andreas Xenofontos's Projects

bostonhousing icon bostonhousing

Using the cnbc and brand_data datasets, in this project I'm exploring the concept of principal component analysis.

cnbc-clustering icon cnbc-clustering

In this project, I'm exploring the k-means algorithm, testing for clusterability, the relevance of standardization, and feature importance.

cnbc-mtcars icon cnbc-mtcars

Using the mtcars and cnbc dataset, I'm exploring the hierarchical clustering technique.

mtcars-regressions icon mtcars-regressions

Using the mtcars dataset, I'm exploring three different types of regression: (1) Lasso; (2) Ridge ; (3) StepLR . I'm providing my recommendations on which one is the most ideal.

smokers-housewives icon smokers-housewives

Using a dataset that includes different types of smokers and a datasets with responses of housewives for their breakfast preferences, I'm exploring the concept of correspondance analysis.

twitterscraping icon twitterscraping

In this project, I'm scraping data from twitter in order to visualize a semantic network.

unabombermanifesto icon unabombermanifesto

Using the Unabomber Manifesto text, I'm showing a comparable graph displaying positive and negative sentiment across each segment to explore the concept of sentiment analysis.

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