William F Basener's repositories
BayesianML
This is a GitHub repository for our Bayeisan Machine Learning textbook, which includes the PDF for the book and accompanying Python notebooks.
hyperspectralpy
Python tools and GUI for analysis (target detection, PCA, material identification, library management) involving spectral images.
DeepLearningAtmosphericCompensation
This is an autoencoder that learns the radiative atmosphere transfer to convert hyperspectral data from radiance to reflectance.
Neural-Netork-From-Scratch-in-Python
This is a neural network in python built using only numpy and similar basic libraries.
Hyperspectral-Target-Detection
Hyperspectral-Target-Detection
NFL_ELO_predictions
This is a repository for experimental code testing some Bayesian Elo methods for predicting NFL outcomes. For houw these might be used, see: https://projects.fivethirtyeight.com/2022-nfl-predictions/
acolite
ACOLITE: generic atmospheric correction module
Bayesian-Parameter-estimation-for-Fibrosis-Simulations
Bayesian estimation of probability distributions for parameters in IPF models using NetLogo.
Classification-in-Python
This is a repository of notebooks for demonstrating and teaching machine learning classification in Python.
Conjugate_Priors
Computing conjugate priors using binomial distributions
CPPSPECTRA
C++ code for reading hyperspectral images and libraries, whitening data, and target detection.
Haiti-Earthquake-Images
Images collected over Haiti following the 2010 earthquake.
ImageClassification
Jupyter notebook showing how to build an image classifier with Python and Tensorflow
LSTM-Neural-Network-for-Time-Series-Prediction
LSTM built using Keras Python package to predict time series steps and sequences. Includes sin wave and stock market data
contextily
Context geo-tiles in Python
ENVITOGIS
Code for adding GIS info to ENVI files and creating GeoTIFFs
hyperspectral_gta_data
Downloader to access hyperspectral images and libraries.
IceSpectralLibraryAnalysis
Analysis of the variation in a spectral library of ice in the artic.
labelImg2
labelImg2 with rotated box and extra label support
libMaker
Python Software and Tools for organizing Spectral Signatures, Files, and preparing Libraries
LiDAR-py
LiDAR processing (reading .las and .laz files, creating binned raster images, etc.)
Machine-Learning-for-Spectral-Imaging
Notebooks and code to accompany Machine Learning for Spectral Imaging course
MAFAT_Challenge_Talk
The presentation and notebook presented in the MAFAT challenge meetup 01.02.2023
NN_Hyperspectral_Vegetation
analysis of vegetation spectra, and hopefully classification on imagery, from a spectral library
roLabelImg
Label Rotated Rect On Images for training
spectra_plots
library for nice plots for spectral libraries using plotly
UPWINS_Spectral_Library
A spectral library for ASD spectra collected as part of the UVA UPWINS project.
WhileMyMCMCGentlySamples
my blog