David Novak's repositories
auto_compensate
Pipeline to compensate new CyTOF measurements routinely & quickly. Used @ CLIP.
Autoencoder-Clustering
Replication of "Auto-encoder Based Data Clustering" Song et al
command_line_parser
.NET API for parsing commands. Comprises unit tests and example usage.
CONCEPT_ae_clustering
PROOF-OF-CONCEPT: autoencoder use as pre-processing step for cytometry data clustering
cyen
Regularised variational autoencoders for compression, denoising and clustering of high-dimensional noisy data
FlowSOM
Using self-organizing maps for visualization and interpretation of cytometry data
hidden
Hidden Markov Model (HMM) simulator for R
Jacc
Comparing clusterings using multiple matching schemes (R package)
MLCourse-AutoML
(TENTATIVE) Ghent University ML course: AutoML repo to access via Binder
npe_faster
Improved version of the Neighbourhood Proportion Error
npefaster
npe_faster, but as an R package
ParetoBench
Benchmarking framework based on Pareto front concept
qctoy
Tool for testing quality control algorithms for flow data. Allows creation of synthetic flow rate and fluorescence data.
RCondaRun
Running Python code in different Anaconda environments in one R session
SAUCIE
SAUCIE (TensorFlow 2 compatible)
scattermore
very fast scatterplots for R
SplitScore
for metaclustering by modality (experimental)
tidycell
Framework for discovery of aberrant populations in cytometry data
tidycell_frozen
tidycell framework frozen at version 0.1.0
tviblindi
Topological and Geometrical Tools for Single-cell Data
vaevictis
Experimental combination of various ideas from deep learning for dimensional reduction nad manifold analysis