Formerly: Harvard Intelligent Probabilistic Systems Group -- Now at Princeton (@HIPS)
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Top repositories

1

autograd

Efficiently computes derivatives of NumPy code.
Python
6,959
star
2

Spearmint

Spearmint Bayesian optimization codebase
Python
1,544
star
3

neural-fingerprint

Convolutional nets which can take molecular graphs of arbitrary size as input.
TeX
494
star
4

hypergrad

Exploring differentiation with respect to hyperparameters
Python
296
star
5

Kayak

Kayak is a library for automatic differentiation with applications to deep neural networks.
Python
227
star
6

Probabilistic-Backpropagation

Implementation in C and Theano of the method Probabilistic Backpropagation for scalable Bayesian inference in deep neural networks.
C
191
star
7

molecule-autoencoder

A project to enable optimization of molecules by transforming them to and from a continuous representation.
Python
154
star
8

pgmult

Dependent multinomials made easy: stick-breaking with the PΓ³lya-gamma augmentation
Python
60
star
9

hips-lib

Library of common tools for machine learning research.
Python
40
star
10

author-roulette

LaTeX package for randomizing author order based on a public seed.
TeX
39
star
11

firefly-monte-carlo

Implementation of an algorithm for Markov chain Monte Carlo with data subsampling
Python
31
star
12

maxwells-daemon

Fastidious accounting of entropy streams into and out of optimization and sampling algorithms.
TeX
31
star
13

DESI-MCMC

MCMC for the Dark Energy Spectroscopic Instrument
Jupyter Notebook
13
star
14

BayesianStructuredSparsity

Code for performing Bayesian regression with structured sparsity from a Gaussian field.
8
star
15

autopaint

Gradient-based variational autoencoders to generate class-conditional natural images.
Python
6
star
16

gpu_numpy

A Numpy wrapper that adds a gpufloat32 dtype to Numpy.
Python
6
star
17

trusty_scribe_viewer

Website for viewing a git repo as a lab notebook. Figures and text files can be included with markdown-like syntax.
Python
4
star
18

optofit

A python framework for fitting biophysical models to optically recorded neural signals.
Python
4
star
19

lpickle

Linefeed-delimited pickle for Unix-style piping of arbitrary Python data
Python
2
star
20

Matrical

A simple abstraction layer for matrix computations in Python, making it easy to switch between CPU and NVIDIA or Intel coprocessors.
2
star