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Song Liu's Projects

algorithms icon algorithms

my reimplementation of popular computer science/machine learning algorithms

bgflow icon bgflow

Boltzmann Generators and Normalizing Flows in PyTorch

bufferkdtree icon bufferkdtree

A Python library for large-scale nearest neigbhor computations via k-d trees and GPUs.

densitypeakcluster icon densitypeakcluster

A cluster framework for 'Clustering by fast search and find of density peaks' in science 2014.

gogh icon gogh

Color Scheme for Gnome Terminal and Pantheon Terminal

gromacswrapper icon gromacswrapper

GromacsWrapper is a python package that wraps system calls to Gromacs tools into thin classes. This allows for fairly seamless integration of the gromacs tools (v4.6.x, v5.x, and 2016.x, all with the same Python code) into python scripts.

kaggle-galaxies icon kaggle-galaxies

Winning solution for the Galaxy Challenge on Kaggle (http://www.kaggle.com/c/galaxy-zoo-the-galaxy-challenge)

ml-dbscan icon ml-dbscan

Multi-Level DBSCAN: A Hierarchical Density-Based Clustering Method for Analyzing Molecular Dynamics Trajectories

multi-objective-materials-design icon multi-objective-materials-design

This project aims to implement and compare various multi-objective optimization design strategies for materials discovery. These design strategies include Maximin, Centroid, Random, Pure Exploitation, and Pure Exploration.

nmslib icon nmslib

Non-Metric Space Library (NMSLIB): An efficient similarity search library and a toolkit for evaluation of k-NN methods for generic non-metric spaces.

qml icon qml

QML: Quantum Machine Learning

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