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ace-versus-ace

MLB Statcast has performance data from every play at the major league level. I make a a head-to-head comparison of this data for Gerrit Cole and Jacob deGrom including hypothesis testing.

alien_invasion

Remake of a classic arcade game using Pygame

barrymores-wine-and-spirits

A Python script to clean inventory data. https://barrymoreswineandspirits.com/

brainpickings-nlp

An NLP analysis of Maria Popova's blog, brainpickings.org. I look in particular at the evolution of the themes of love, poetry, and science in her body of work.

bravest

A Python app for a credit union

data-analysis-exercises

deep-learning

Python notebooks exploring topics in fully-connected deep neural networks with popular topologies like ResNet, MobileNet, YOLO, FaceNet, U-Net, and the Transformer architecture.

drug-discovery

insilico

A Python package to process & model ChEMBL data.

intro-to-bert-model

Fine-tuning Google's SOTA, deep contextual language model on sentiment classification

konstanzer

montreal-nosql-openstreetmaps

"Mapping the globe is like eating a whale - you do it one bite at a time." I use MongoDB to explore Montreal's OpenStreetMaps data.

ny-bravest

online-sports-betting

Most betting algorithms are competing with even better algorithms: the bookmakers'. Rather than design a competing model, Kaunitz, et al. (2017) show that it's possible to use aggregated bookmakers' odds to identify undervalued odds.

telco-churn-classification

Identifying the causes of customer churn and identifying likely churn with binary classification models.

time-series

Exercises in time series including a project modeling temperatures in Greenland.

youtube-eda

Exploration and hypothesis testing of YouTube data in various countries.

zillow-logerror-clustering

Zillow hosted a challenge to reduce the error on their estimates. I use k-means clustering and linear regression to model house valuation estimation errors.

zillow-prices-linear-modeling-flask

Modeling the prices of single-unit homes using property features. The final model is deployed in Flask.