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Top 6 dimension-reduction open source projects
Fred
A fast, scalable and light-weight C++ Fréchet distance library, exposed to python and focused on (k,l)-clustering of polygonal curves.
✭ 13
C++
python
CMake
Makefile
algorithm
time-series
clustering
dynamic-time-warping
dimension-reduction
distance-calculation
frechet-distance
sequential-data
fr-chet-distance
frechet
polygonal-chain
continuous-frechet-distance
dimensional-polygonal-curves
nearest-centers
sampling-algorithms
polygonal-curves
fastknn
Fast k-Nearest Neighbors Classifier for Large Datasets
✭ 64
r
Makefile
kaggle
feature-extraction
rstats
nearest-neighbors
feature-engineering
knn
decision-boundaries
shrinkage-estimator
dimension-reduction
Reconstruction-and-Compression-of-Color-Images
Reconstruction and Compression of Color Images Using Principal Component Analysis (PCA) Algorithm
✭ 30
python
computer-vision
image-processing
principal-component-analysis
dimension-reduction
ReductionWrappers
R wrappers to connect Python dimensional reduction tools and single cell data objects (Seurat, SingleCellExperiment, etc...)
✭ 31
r
wrapper
bioinformatics
dimensionality-reduction
tsne
forceatlas2
umap
dimension-reduction
force-directed-graphs
wrappers
seurat
singlecellexperiment
singlecellexperiment-objects
paga
phate
opentsne
pacmap
dimensional-reduction
topometry
A comprehensive dimensional reduction framework to recover the latent topology from high-dimensional data.
✭ 64
python
visualization
data-science
machine-learning
clustering
graphs
scikit-learn
data-visualization
information-visualization
dimensionality-reduction
topology-visualiztion
dimension-reduction
topological-data-analysis
knowledge-representation
topology-optimization
single-cell-genomics
single-cell-analysis
single-cell-omics
data-topology
scarf
Toolkit for highly memory efficient analysis of single-cell RNA-Seq, scATAC-Seq and CITE-Seq data. Analyze atlas scale datasets with millions of cells on laptop.
✭ 54
python
Dockerfile
bioinformatics
big-data
genomics
clustering
scrna-seq
graph-analytics
memory-efficient
tsne
differential-expression
umap
dimension-reduction
single-cell-genomics
single-cell-rna-seq
scalable-data-analysis
single-cell-atac-seq
multiomics
cite-seq
pseudotime
scatac-seq
gene-modules
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6
dimension-reduction projects