projects with data

caleb works on machine learning, computer vision, and data science

old faithful

Old Faithful is a geyser in Yellowstone National Park. After visiting Yellowstone in 2018, I wondered if a neural network might be able to tease out more subtle correlations in the eruption patterns to be able to forecast more accurately. Can we predict its next eruption using a neural network?

sketches2legos

Training a pix2pix image translation model to generate images of Lego sets from a user's sketches. Follow the link to try edges2legos in the browser. The sketching experience is best using a tablet and pencil/stylus.
Learn more about the datasets, model, and process here

deoldify electron microscope

This was a simple project to use learned image colorization (DeOldify) images from an electron microscope, which can only produce grayscale outputs. Though the algorithm was heavily biased towards flesh tones for these out-of-domain samples, certain structires can have quite striking results. In the future, I would like to refine the DeOldify model by including some manually colorized SEM images to the training set, or refine the colorization network to incorporate color hints given by the user.

center of mouse

I was working with a friend studying neuroscience. Their lab spent a great deal of time watching videos of mice in moving through experimental environments and recording their positions. I wrote a simple algorithm to track the position of the mouse throughout the test environment and compute basic statistics

lego sorter

There are more than 10,000 different types of Lego bricks. Using simulated data generation in Unity, can we develop a Lego brick classifier?