Featured

• Neurodata Notebooks

  Jupyter Notebooks made by Neurodata lab members.

• Decision Forests vs. Deep Networks (Conceptual and empirical)

  Comparisons of two strategies on three data domains (tabular, vision, and audition).

• Sparse Projection Oblique Randomer Forests (Classification and regression)

  SPORF is an improved random forest algorithm that achieves better accuracy and scaling than previous implementations on a standard suite of >100 benchmark problems.

• graspologic (Graph Statistics)

  Utilities and algorithms designed for processing and analysis of graphs with specialized graph statistical algorithms

• ndcloud (NeuroData Cloud)

  The deployment of tools which support the Open Connectome Project

• hyppo (Non-parametric hypothesis testing)

  Algorithms, including Multiscale Graph Correlation (MGC), for performing universally consistent testing on high-dimensional and non-Euclidean data.

• LOL (Supervised dimensionality reduction)

  Linear Optimal Low-rank (LOL) projection for improved classification performance in high-dimensional classification tasks.

• m2g (MR graph analysis)

  m2g uses diffusion MRI data from individuals to estimate connectomes reliably and scalably.

• Streaming Decision Trees and Forests (Extending batch trees)

  Exploring streaming options for decision trees and random forests.

• CloudReg (Image registration)

  Performs non-linear affine and deformable image registration

• ProgLearn (Representation Ensembling)

  Implements and explores representation ensembling algorithms for synergistic lifelong learning

Open-Source Contributions

• SciPy

  quadratic_assignment(): added FAQ, state of the art algorithm for solving quadratic assignment problem.

  multiscale_graphcorr(): added mgc, a state of the art method for hypothesis testing we developed in the lab.

• igraph

  Added spectral clustering functionality

• cloud-volume

  Added support for additional file types

• C-PAC

  Added streamlined reproducible pipeline

• neuroglancer

  Added multispectral support to enable light microscopy data use

• render

  Added cloud support

• boss

  Developed core functionality

Others