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Karen Ng's Projects

aima-python icon aima-python

Python implementation of algorithms from Russell And Norvig's "Artificial Intelligence - A Modern Approach"

astroml icon astroml

Machine learning, statistics, and data mining for astronomy and astrophysics

asv icon asv

Airspeed Velocity: A simple Python benchmarking tool with web-based reporting

bananas icon bananas

A simple toy problem for testing hierarchical inference (extreme deconvolution) in the case where the individual object's model uncertainties are characterised by a set of posterior samples, rather than Gaussian-approximated likelihoods.

benchm-ml icon benchm-ml

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

bokeh icon bokeh

Interactive Web Plotting for Python

call_mcmac icon call_mcmac

scripts for calling MCMAC and postprocessing for outputs of MCMAC

cartographer icon cartographer

Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.

chomp icon chomp

A fork of the object-oriented, cosmology and halo model theoretical prediction library.

conferences icon conferences

List of Machine Learning & Data Science Conferences

docker-stacks icon docker-stacks

Opinionated stacks of ready-to-run Jupyter applications in Docker.

factorie icon factorie

FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference.

fall14_phy102 icon fall14_phy102

Teaching material for Fall14 Phy 102 Intro to computational physics

featexp icon featexp

Feature exploration for supervised learning

galaxy_dm_offset icon galaxy_dm_offset

Analysis of the galaxy clusters in the cosmological simulation - Illustris simulation

george icon george

Fast Gaussian Processes (GP) for regression

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