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Gaurav Anand's Projects

adv360-pro-zmk icon adv360-pro-zmk

Production repository for the all-new Advantage360 Professional using ZMK engine

anlp-reverse-dictionary-svd icon anlp-reverse-dictionary-svd

We have shown that removing the top singular vector (or common principal component) using PCA/SVD can improve on tasks where sentence embeddings and word embeddings share the same space and furthermore this is applicable to the cases when embeddings are learned. We cover two of many possible applications namely reverse dictionary and crossword question answers.

boundary-layer icon boundary-layer

Builds Airflow DAGs from configuration files. Powers all DAGs on the Etsy Data Platform

cnn-convlstm-time-series icon cnn-convlstm-time-series

Inspired by the success and computational efficiency of convolutional architectures for various sequential tasks compared to recurrent neural networks. We explored CNN and RCNN autoencoder whose representations can be utilized for the task of time-series classification. Our results surpass existing RNN and DTW-based-classifiers on 11 out of 30 datasets while the existing RNN achieved 8/30.

linzen-2016-lstm-syntactic-structure icon linzen-2016-lstm-syntactic-structure

The authors have studied whether LSTMs can capture syntactic structure because they are good at capturing long statistical regularities. The paper focuses mainly on one particular linguistic regularities which is subject-verb agreement.

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