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deep-karkhanis's Projects

athena-webqa icon athena-webqa

Multimodal machine learning project for team athena. We work on the [WebQA dataset](https://webqna.github.io/)

gmm_transformations icon gmm_transformations

Experimental analysis of recovering unknown linear transformation between 2 GMMs using unpaired linear regression.

image-restoration_deepimgprior icon image-restoration_deepimgprior

This repository uses the method of image inpainting using deep image prior primarily used for restoring cave paintings images. it uses a CNN in conjunction with a GAN to identify pixels in the inpainting region which actually represent unscathed parts of the painting. Has been found to be capable of restoring depicted ornaments and facial features including facial expressions of people and deities in multiple paintings in Ajanta Caves, Mumbai. Has achieved results close to ground-truth (tested on paintings whose older images were available)

memdp_solving icon memdp_solving

A code repository for the POMDP and MEMDP solving algorithms.

pomdp_policy-iteration icon pomdp_policy-iteration

Uses Finite State Controller (FSC) architecture to solve the infinite horizon reward maximization problem for POMDPs.

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