@HIPS

Harvard Intelligent Probabilistic Systems Group

  • Efficiently computes derivatives of numpy code.

    Python 3,369 483 MIT Updated Jan 14, 2019
  • Spearmint Bayesian optimization codebase

    Python 1,138 271 Updated Aug 28, 2018
  • Convolutional nets which can take molecular graphs of arbitrary size as input.

    TeX 233 79 MIT Updated Jan 23, 2018
  • Library of common tools for machine learning research.

    Python 34 8 Updated Nov 20, 2017
  • Kayak is a library for automatic differentiation with applications to deep neural networks.

    Python 228 29 MIT Updated Aug 22, 2017
  • A project to enable optimization of molecules by transforming them to and from a continuous representation.

    Python 98 38 Updated Mar 17, 2017
  • Dependent multinomials made easy: stick-breaking with the Pólya-gamma augmentation

    Python 32 14 MIT Updated Oct 26, 2016
  • Implementation in C and Theano of the method Probabilistic Backpropagation for scalable Bayesian inference in deep neural networks.

    C 137 48 BSD-3-Clause Updated May 25, 2016
  • Implementation of an algorithm for Markov chain Monte Carlo with data subsampling

    Python 17 13 MIT Updated Apr 28, 2016
  • MCMC for the Dark Energy Spectroscopic Instrument

    Jupyter Notebook 9 2 Updated Apr 27, 2016
  • Fastidious accounting of entropy streams into and out of optimization and sampling algorithms.

    TeX 26 5 Updated Apr 19, 2016
  • Exploring differentiation with respect to hyperparameters

    Python 250 53 Updated Jan 15, 2016
  • Gradient-based variational autoencoders to generate class-conditional natural images.

    Python 2 2 Updated Nov 2, 2015
  • Linefeed-delimited pickle for Unix-style piping of arbitrary Python data

    Python 2 1 Updated Aug 26, 2015
  • Website for viewing a git repo as a lab notebook. Figures and text files can be included with markdown-like syntax.

    Python 3 1 Updated Jul 23, 2015
  • A Numpy wrapper that adds a gpufloat32 dtype to Numpy.

    Python 5 MIT Updated Apr 24, 2015
  • A python framework for fitting biophysical models to optically recorded neural signals.

    Python 2 1 GPL-2.0 Updated Apr 13, 2015
  • LaTeX package for randomizing author order based on a public seed.

    TeX 21 2 MIT Updated Feb 13, 2015
  • A simple abstraction layer for matrix computations in Python, making it easy to switch between CPU and NVIDIA or Intel coprocessors.

    2 1 MIT Updated Jul 15, 2014
  • Github page for Harvard Intelligent Probabilistic Systems Group

    CSS Updated Jul 13, 2014
  • Code for performing Bayesian regression with structured sparsity from a Gaussian field.

    6 2 MIT Updated Jun 29, 2014