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George Kanellos's Projects

basketball_story icon basketball_story

Storytelling through data. Told the story of the last 4 decades of the NBA through pictures, description and data visualisation.

chess_project icon chess_project

Two part R project for analysing games on lichess.org. Data collection-parsing-cleaning and as a second step analysis, visualisation and inference.

fastai icon fastai

Notes on the chapters of the fastai book

grad-cam icon grad-cam

Understanding how to use Grad-CAM in Pytorch to identify areas of activation in a CNN

happiness icon happiness

Using R to understand how country data information relates to country happiness index and perform inference with linear regression.

isolation-forest-and-eda icon isolation-forest-and-eda

Breaking down the isolation forest algorithm in R and then using it to clean online survey data. The clean dataset was further analysed to derive interesting conclusions.

nba-features icon nba-features

Performed feature engineering in an NBA dataset in order to predict the game outcome. Experimented with various methods of feature selection and compared predictive performance.

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