beta bootstrap ci confidence-intervals data-reduction easystats fa feature-extraction feature-reduction hacktoberfest parameters pca pvalues r r-package regression-models robust-statistics standardize standardized-estimates statistical-models

Engineering Economics (40%)

data-processing extrasolar-planets-disks high-contrast-imaging image-processing low-rank-approximation mcmc pca

Mathematics Artificial Intelligence and Machine Learning

ai artificial-intelligence autoencoder classification clustering data-science decision-trees deep-learning feature-importance imputation julia machine-learning ml neural-networks pca random-forest regression

Earth and Environmental Sciences (40%) Psychology (40%)

compression compression-algorithm denoising dimensionality-reduction epca exponential-family interpretability julia machine-learning pca principal-component-analysis reinforcement-learning signal-processing

Medicine (40%)

climate-science dask dimensionality-reduction eof-analysis pattern-recognition pca xarray

Mathematics Artificial Intelligence and Machine Learning Engineering

ca correspondence-analysis factor-analysis famd mca mfa multiple-correspondence-analysis multiple-factor-analysis pandas pca principal-component-analysis procrustes python scikit-learn svd

3d-plot biplot explained-variance hotelling-t2 outliers pca principal-component-analysis

bioinformatics biostatistics data-integration latent-variable-models multi-omics omics partial-least-squares-regression pca pls principal-component-analysis

count-data multivariate-analysis network-inference pca poisson-lognormal-model r-package

bioconductor bulk-transcriptional-analyses deseq2 differential-expression edger ensembl-ids entrez gene-symbols gsea mds-dimensions pca pipe redundancy tibble tidy tidy-data tidyverse transcriptomics transcripts tsne

automl big-data data-science deep-learning distributed ensemble-learning gbm gpu h2o h2o-automl hadoop java machine-learning naive-bayes opensource pca python r random-forest spark

dimensionality-reduction embeddings high-dimensional pca python quantification tsne umap

bioinformatics gds-format pca r simd snp

matrix-factorization pca r rcppeigen rsvd svd

chemometrics genetic-algorithm gui hierarchical-clustering ica multivariate-analysis pca python3 spectroscopy wx-widgets

cluster-analysis cluster-validation clustering clustering-algorithm clustree data-science data-visualization densmap dimensionality-reduction heatmap high-dimensional-data leiden-algorithm pca principal-component-analysis snakemake umap unsupervised-learning visualization workflow

cran dimension-reduction matrix-approximation pca principal-component-analysis probabilistic-algorithms randomized-algorithm singular-value-decomposition svd

echo-state-network fault-detection fault-diagnosis machine-learning neural-networks pca process-monitoring process-systems-engineering scikit-learn soft-sensor time-series

pca principal-component-analysis singular-value-decomposition sparse-principal-components svd

acgan autoencoders began conditonal-gan ebgan gan generative-adversarial-network infogan lsgan mnist pca tsne vae wgan wgan-gp

c-plus-plus cpu cuda elastic-net glm gpu lasso machine-learning pca python r rstats svd

analysis clustering dimensionality-reduction feature-extraction hmm markov-model molecular-dynamics msmbuilder pca python tica

dimension-reduction dimensionality-reduction pca spca

complex correlation eof maximum maximum-covariance-analysis mca numpy pca principal-component-analysis promax python rotation varimax xarray

common cpca flury pca r stepwise

book latex pca principal-component-analysis

decomposition isomap pca unsupervised-learning

kernel-methods pca r-package

ancestry diversity ethnicity-analysis genomics ggplot pca plink population-genetics population-structure principal-component-analysis single-nucleotide-polymorphisms

data-analysis metabolomics metabonomics multiblock nmr-spectroscopy pca population-analysis population-model

cpu data-science data-visualization dimensionality-reduction embeddings gpu jax machine-learning pca random-projection tpu tsne umap vector-embeddings

Mathematics (32%)

multivariate-analysis multivariate-data multivariate-regression multivariate-statistics partial-least-squares-regression pca pca-analysis pls-da plsr-model principal-component-analysis principal-components-regression

clustering high-dimensional-data interpretable-machine-learning lesson pca pre-alpha regression statistics visualization

class-imbalance classification decision-trees exploratory-data-analysis feature-extraction logistic-regression pca python random-forest svm-classifier telecom-churn-analysis telecom-churn-prediction

annotate ggplot2 pca

anomaly-detection cluster-analysis cybersecurity dimensionality-reduction factor-analysis-for-mixed-data-types hdbscan iforest isomap multidimensional-scaling pca t-sne umap

pca statistics unsupervised-learning

3d-scanning anatomy mesh mri pca principal-component-analysis prosthetic prosthetics southampton statistical-models transtibial

3d-scanning anatomy ct mesh pca principal-component-analysis southampton statistical-models

pca r regression

bioinformatics dimensionality-reduction julia out-of-core-processing pca sparse-matrix

dna-methylation pca