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Jake Hawkesworth's Projects

churn_case icon churn_case

Identified customers who are likely to churn using logistic regression and Random Forest classifiers. Evaluated results using Area Under the Curve (AUC) score.

fancyimpute icon fancyimpute

Multivariate imputation and matrix completion algorithms implemented in Python

fraud_detection icon fraud_detection

A Gradient Boosted Model that triages fraudulent events, and recommends whether or not to flag a given event for further investigation.

kmeans icon kmeans

K Means algorithm coded in Scipy and Numpy, tested on Iris dataset.

knn icon knn

K Nearest Neighbors algorithms coded in numpy and scipy. Includes both a matrix imputer and a supervised learning KNN algorithm.

mnist icon mnist

C-NN using Keras and Theano to categorize handwritten numbers, 99.3% accuracy

models icon models

Models and examples built with TensorFlow

night_sky icon night_sky

Unsupervised Learning case study on UFO sighting data.

nn_fun icon nn_fun

Some simple examples showing off power of Neural Networks

sparsemf icon sparsemf

Open source matrix factorization recommender for sparse matrices

t-watch icon t-watch

Real Time Twitter Sentiment Analysis Product

tractor_case icon tractor_case

Predicted tractor sales prices at auctions using multiple datasets. Applied linear regression, imputing missing data with k-Nearest Neighbors (kNN), and evaluated results using root mean squared logarithmic error (RMSLE score).

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