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Robert Sneiderman's Projects

aliasmethod icon aliasmethod

Alias Method for sampling from a discrete distribution in R.

ameshousing icon ameshousing

Code used for the Kaggle competition on the Ames Housing dataset. We use boosting and random forests , and combine models to form a final model. We also create an interactive heat map.

cancerdata icon cancerdata

A repo for code used to recreate results seen in The Elements of Statistical Learning

chestxray icon chestxray

Working through the Kaggle Chest Xray dataset in Python and Keras/Tensorflow. We use Convolutional Neural Networks (CNN) to build our model. We also demonstrate how you can visualize inner layers of a neural network.

ecofish icon ecofish

This repo contains the R code used for analysis of EcoFish data used in my masters thesis. It also contains the files and images needed to recreate the thesis in latex.

learningsvm icon learningsvm

Repo for practising with Support Vectors and Separating Hyperplanes

mnist icon mnist

Neural Networks for obtaining high levels of accuracy in minimal code on the MNIST digit data and MNIST fashion dataset. We also utilize callbacks for early stopping.

saheartdisease icon saheartdisease

Repo for the famous SA Heart Disease dataset. We demonstrate the importance of considering non-linear terms, and using splines in R.

spam icon spam

Analysis of a Spam Dataset using statistical modelling. Model bagging and boosting are applied in R. We demonstrate the use of decision trees, random forests, and gradient boosting.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

titanic icon titanic

Details on how to obtain a relatively high level of accuracy on Kaggle's "Titanic" Dataset.

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