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Akash Umakantha's Projects

bayesclassifier icon bayesclassifier

Implementation of bayes classifiers with cross-validation, training, testing, and updating functionalities.

bridging_rsc_dimred_figures icon bridging_rsc_dimred_figures

Code to reproduce simulations in "Bridging neuronal correlations and dimensionality reduction" (Umakantha, Morina, Cowley, et al., Neuron 2021)

cca icon cca

CCA and probabilistic CCA implementations in Python

counts_pkg icon counts_pkg

Toolbox for analyzing spike count data (1 spike count per neuron per trial)

fa icon fa

Python code to perform (probabilistic) Factor Analysis

nb_classifier icon nb_classifier

Bayes classifier implemented in Python. Options to use Poisson and Gaussian class-conditional distributions.

probcca icon probcca

Implementation of canonical correlations alaysis (CCA) and probabilistic CCA (Bach & Jordan, 2005).

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