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@HIPS Formerly: Harvard Intelligent Probabilistic Systems Group -- Now at Princeton

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    21 repositories

    • autograd

      Public
      Efficiently computes derivatives of NumPy code.
      Python
      •
      MIT License
      •917•7.1k•161•22•Updated Dec 16, 2024Dec 16, 2024

    • pgmult

      Public
      Dependent multinomials made easy: stick-breaking with the Pólya-gamma augmentation
      Python
      •
      MIT License
      •22•60•4•1•Updated Jan 7, 2021Jan 7, 2021

    • Spearmint

      Public
      Spearmint Bayesian optimization codebase
      Python
      •
      Other
      •329•1.6k•57•20•Updated Dec 27, 2019Dec 27, 2019

    • Probabilistic-Backpropagation

      Public
      Implementation in C and Theano of the method Probabilistic Backpropagation for scalable Bayesian inference in deep neural networks.
      C
      •
      BSD 3-Clause "New" or "Revised" License
      •63•192•1•0•Updated Feb 12, 2019Feb 12, 2019

    • neural-fingerprint

      Public
      Convolutional nets which can take molecular graphs of arbitrary size as input.
      TeX
      •
      MIT License
      •158•496•4•0•Updated Jan 23, 2018Jan 23, 2018

    • hips-lib

      Public
      Library of common tools for machine learning research.
      Python
      •13•40•0•1•Updated Nov 20, 2017Nov 20, 2017

    • Kayak

      Public
      Kayak is a library for automatic differentiation with applications to deep neural networks.
      Python
      •
      MIT License
      •32•227•8•1•Updated Aug 22, 2017Aug 22, 2017

    • molecule-autoencoder

      Public
      A project to enable optimization of molecules by transforming them to and from a continuous representation.
      Python
      •51•154•7•0•Updated Mar 17, 2017Mar 17, 2017

    • firefly-monte-carlo

      Public
      Implementation of an algorithm for Markov chain Monte Carlo with data subsampling
      Python
      •
      MIT License
      •21•32•0•0•Updated Apr 27, 2016Apr 27, 2016

    • DESI-MCMC

      Public
      MCMC for the Dark Energy Spectroscopic Instrument
      Jupyter Notebook
      •7•13•0•0•Updated Apr 27, 2016Apr 27, 2016

    • maxwells-daemon

      Public
      Fastidious accounting of entropy streams into and out of optimization and sampling algorithms.
      TeX
      •9•31•1•0•Updated Apr 19, 2016Apr 19, 2016

    • hypergrad

      Public
      Exploring differentiation with respect to hyperparameters
      Python
      •72•295•5•0•Updated Jan 15, 2016Jan 15, 2016

    • autopaint

      Public
      Gradient-based variational autoencoders to generate class-conditional natural images.
      Python
      •5•6•0•0•Updated Nov 2, 2015Nov 2, 2015

    • lpickle

      Public
      Linefeed-delimited pickle for Unix-style piping of arbitrary Python data
      Python
      •2•2•0•0•Updated Aug 26, 2015Aug 26, 2015

    • trusty_scribe_viewer

      Public
      Website for viewing a git repo as a lab notebook. Figures and text files can be included with markdown-like syntax.
      Python
      •4•4•0•0•Updated Jul 23, 2015Jul 23, 2015

    • gpu_numpy

      Public
      A Numpy wrapper that adds a gpufloat32 dtype to Numpy.
      Python
      •
      MIT License
      •3•6•0•0•Updated Apr 24, 2015Apr 24, 2015

    • optofit

      Public
      A python framework for fitting biophysical models to optically recorded neural signals.
      Python
      •
      GNU General Public License v2.0
      •4•4•0•0•Updated Apr 13, 2015Apr 13, 2015

    • author-roulette

      Public
      LaTeX package for randomizing author order based on a public seed.
      TeX
      •
      MIT License
      •5•40•0•0•Updated Feb 13, 2015Feb 13, 2015

    • Matrical

      Public
      A simple abstraction layer for matrix computations in Python, making it easy to switch between CPU and NVIDIA or Intel coprocessors.
      MIT License
      •3•2•0•0•Updated Jul 15, 2014Jul 15, 2014

    • hips.github.io

      Public
      Github page for Harvard Intelligent Probabilistic Systems Group
      CSS
      •2•0•0•0•Updated Jul 13, 2014Jul 13, 2014

    • BayesianStructuredSparsity

      Public
      Code for performing Bayesian regression with structured sparsity from a Gaussian field.
      MIT License
      •4•8•1•0•Updated Jun 29, 2014Jun 29, 2014