mitchell-d Goto Github PK

aes630ebm3

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

aes630hw

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

aes670final

aes670hw2

aes670midterm

aes690final

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

aes690hw2

Data compression exercise

aes690hw3

Neural networks for predicting LCL height given basic meteorological forcings

aes770hw1

Cloud property retrieval for Satellite Remote Sensing II

aes770hw2

Aerosol optical depth retrievals using hyperspectral DESIS data

aes770hw3

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

aes770hw4

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

breaking2fa

CS 465 (Network Security) authentication projects

cs637final

hyperspectral image classification

cs637hw1

Custom backpropagation algorithm for a basic neural network

cs637hw3

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

dronetelemetrytool

CS 499 (senior design) final project.

ezgoes

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

krttdkit

Satellite meteorology tools

processorsims

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

quickrad

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

testbed

Data curation and model training pipeline for my thesis research

tracktrain

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

undergradassorted

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