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Rishabh Misra's Projects

grasp-ml icon grasp-ml

Chrome extension that shows definition of various Machine Learning concepts in the form of cards when a new tab is opened

product-catalog-size-recommendation-framework icon product-catalog-size-recommendation-framework

Framework based on latent factor model and metric learning technique to predict fit of different catalog sizes of clothing products so as to recommend appropriately sized products to customers.

rating-prediction icon rating-prediction

Prediction of rating of items from Amazon product review dataset using latent factor model

sarcasm-detection-using-nn icon sarcasm-detection-using-nn

This is the PyTorch implementation of work presented in 'Modelling Context with User Embeddings for Sarcasm Detection in Social Media' (https://arxiv.org/pdf/1607.00976.pdf). We further extend the approach by proposing a hybrid NN architecture and perform experiments on a newly collected data.

scalable-bayesian-matrix-factorization icon scalable-bayesian-matrix-factorization

SBMF is a MCMC Gibbs sampling algorithm for MF having linear time complexity wrt the target rank and linear space complexity wrt the number of non-zero observations

scalable-variational-bayesian-factorization-machine icon scalable-variational-bayesian-factorization-machine

Scalable Variational Bayesian inference algorithm for FM is developed which converges faster than the existing state-of-the-art MCMC based inference algorithm. Additionally, a stochastic variational Bayesian algorithm for FM is introduced for large scale learning which utilizes SGD.

t-jmars icon t-jmars

Jointly modeling aspects, ratings, and sentiment with temporal dynamics for rating prediction.

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