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Mitchell Dodson's Projects

aes630ebm3 icon aes630ebm3

Collection of variations on the basic 3-layer Energy Based Model radiative transfer model from AES630 (physical climatology).

aes630hw icon aes630hw

Physical climatology homework problems, mostly from Dennis Hartmann's Global Physical Climatology.

aes690final icon aes690final

A deep learning approach to estimate CERES broadband flux with 1km MODIS pixels

aes690hw3 icon aes690hw3

Neural networks for predicting LCL height given basic meteorological forcings

aes770hw1 icon aes770hw1

Cloud property retrieval for Satellite Remote Sensing II

aes770hw2 icon aes770hw2

Aerosol optical depth retrievals using hyperspectral DESIS data

aes770hw3 icon aes770hw3

Analysis of the radiative influence of aerosols and clouds using CERES-SSF data.

aes770hw4 icon aes770hw4

The final project must use satellite data and combination of radiative transfer/Machine learning models to address a earth-atmosphere problem.

cs637hw1 icon cs637hw1

Custom backpropagation algorithm for a basic neural network

cs637hw3 icon cs637hw3

MNIST and CIFAR-10 classification with a couple basic CNNs in Torch

ezgoes icon ezgoes

Straightforward script for searching for and downloading GOES data from the NOAA S3 bucket on AWS

processorsims icon processorsims

CS 495 projects -- multithreaded processor simulations in Java, C++, and C#

quickrad icon quickrad

Robust and multiprocessed script for generating many kinds of lookup tables with the SBDART radiative transfer model

testbed icon testbed

Data curation and model training pipeline for my thesis research

tracktrain icon tracktrain

Organized workflow for configuring, training, and evaluating models with TensorFlow

undergradassorted icon undergradassorted

Documents and projects from my undergrad years that weren't big enough to warrant a repo

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