Portfolio
A selection of short samples of the kinds of work I can do beyond what can be found by looking at my papers or software.
Time Series Analysis: Physical Activity Data
A time series analysis of the (by this point classic) UCI dataset for Physical activity monitoring. In this notebook I examine the data for outliers, briefly examine some of the variables, and build a simple logistic classifier for the different kinds of activity.
Figure 1: Individual timeseries comparing cycling and running
Figure 2: Overall confusion matrix for linear classification based on a few simple aggregate metrics
Convolutional Neural network: Animal 10 Classification
A small dataset of several animals. Not to be confused with a dataset of small animals. I train a de-novo resnet-like architecture on this dataset and achieve ~68% accuracy. More to come on this project soon.
Figure 3: Examples of some of the images in the dataset