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Scott Cronin's Projects

adversarial_networks icon adversarial_networks

Tensorflow implementation of deep convolutional - generative adversarial networks deployed on AWS gpu instance

bluebook icon bluebook

This IPython Notebook contains a quantitative pricing model created for Fast Iron in the Kaggle competition 'Blue Book for Bulldozers'. The model predicts the sale price of a particular piece of heavy equipment so that Fast Iron can create a 'Blue Book' to enable customers to valuate their heavy equipment fleet at auction. Here python is used as a medium to apply supervised and unsupervised machine learning techniques to explain 88.90% of the variance observed in the training set and score an RMSLE of 0.745 when predicting values on the test set. In this competition 590 data scientists created predictive models based on a 'training dataset', provided by Fast Iron, and then used those models to predict sale prices on a 'test set' to compete for a $10,000 dollar award for the team or individual with the most accurate model. The model and methods used for my entry, which scored in the upper 20%, is shown in BlueBook.ipynb.

clean_pandas icon clean_pandas

Demonstration of clean dataframe analysis using Pandas library

collie icon collie

A library for preparing, training, and evaluating scalable deep learning hybrid recommender systems using PyTorch.

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

h2o-3 icon h2o-3

Fast Scalable Machine Learning API For Smarter Applications (Deep Learning, GBM, GLM...)

libfm icon libfm

Library for factorization machines

metrics icon metrics

Machine learning metrics for distributed, scalable PyTorch applications.

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