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Andrew Sommerlot's Projects

custom-pytorch-metal-ops-demo icon custom-pytorch-metal-ops-demo

This repo contains some demos, explanations, and tutorials showing how to create custom pytorch ops on apple silicon for the MPS device with metal shaders.

evapotranspiration icon evapotranspiration

Calculate and compare various evapotranspiration methods with the Evapotraspiration package

gan-face-generation icon gan-face-generation

Testing out a GAN containing a generator and discriminator with convolutional and fully connected layers, using a celebrity faces dataset

getmet icon getmet

Streamline the collection of meteorological data for hydrologic modeling

hspsquared icon hspsquared

Hydrologic Simulation Program Python (HSPsquared)

ncaa-bracket-history-visualization icon ncaa-bracket-history-visualization

Visual representation of all ncaa mens basketball turnament results. Designed for analysis focued on seed and region position. Using pandas, bokeh, and datashader.

neural-network-lab icon neural-network-lab

This is a quick lab demonstrating making predictions with a linear model and with a neural net. Slides are included which overview nerual networks, and describe a simple forward pass in detail. I did this as a guest lecture and lab in a graduate modeling course, perhaps others may find it useful as well.

precipitation-mapping icon precipitation-mapping

A collection of R functions designed to visualize precipitation data and assign time series of rainfall to defined locations

ray icon ray

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

startml icon startml

R package for automatic hyper parameter tuning and ensembles with deep learning, gradient boosting machines, and random forests. Powered by h2o.

traffic-sign-classifier icon traffic-sign-classifier

Using tensor flow to build a convolutional neural network to classify 43 different types of traffic signs

vsa-gfs-forecast icon vsa-gfs-forecast

A few functions from the SWAT-VSA GFS linkage published in Environmental Modeling and Software

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