Gabe Schamberg's repositories
context-tree-weighting
Python implementation of the context tree weighting (CTW) method for sequential probability assignment.
nonmarkov-timeseries-estimation
Implementation of framework and reproduction of figures from "A Modularized Efficient Framework for Non-Markov Time Series Estimation" (https://arxiv.org/abs/1706.04685)
directed_info_bias
Simulations for ISIT 2019 paper on bias in directed information estimators
gabeschamberg.github.io
Personal webpage
solar_panel_classification
Using CNNs to identify homes with solar panels from satellite images
deeplearning-docker
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.
educational
Short, iPython demonstrations of simple concepts (originally for use in teaching ENG 1/2/3)
mvar-gauss-pid
Approximating deficiency-based PIDs for multivariate Gaussian systems
notes
Unpolished explorations of current research questions
sample-path-causal-measure
Implementation of framework for sequential estimation of causal influence and generation of figures
whats_that_smell
Analysis of information flow in rat brains for various smelling events