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Derek Grubis's Projects

airport-delays icon airport-delays

parallelized Spark and Hadoop project for classifying whether a flight will be delayed or not based on weather conditions

govector icon govector

Provide nice vector API for handling numeric types in Go.

latent_nba_shot_encodings icon latent_nba_shot_encodings

Project that utilizes NNMF and various dimensionality reduction algorithms to extract latent representations of NBA shot location data

movie-recommendations icon movie-recommendations

This Jupyter Notebook outlines my process as I create a movie recommendation system using matrix factorization. I use the public 100k MovieLens dataset.

nba-draft-model-2018 icon nba-draft-model-2018

Jupyter notebook that outlines the process of creating a machine learning predictive model. Predicts the peak "Wins Shared" by the current draft prospects based on numerous features such as college stats, projected draft pick, physical profile and age. I try out multiple models and pick the best performing one for the data from my judgement.

nba_broadcast_tracking icon nba_broadcast_tracking

Open-sourced machine learning based web application where users can upload NBA broadcast videos and get estimated tracking data returned

nba_scrapers icon nba_scrapers

Classes to make scraping NBA Data easy from NBA Stats, Basketball Reference, PBP Stats, and Real GM

pr-spark icon pr-spark

Spark Scala implementation of the PageRank algorithm using Twitter data

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