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Debashish Roy's Projects

bowling-alley-virtual-reality- icon bowling-alley-virtual-reality-

Bowling Simulation application as a VR based application. We are Rebuilding the existing JAVA based Bowling Alley project in UNITY which is used for developing VR and Web 3D Products.

bowlingalley icon bowlingalley

Refactor the current code based on Metrics Analysis System

condensedmovies icon condensedmovies

Story-Based Retrieval with Contextual Embeddings. Largest freely available movie video dataset. [ACCV'20]

deedy-resume icon deedy-resume

A one page , two asymmetric column resume template in XeTeX that caters to an undergraduate Computer Science student

foo-bar icon foo-bar

Google Foo Bar (Google Secret Hiring Challenge) Challenge Solutions

gpt4all icon gpt4all

gpt4all: a chatbot trained on a massive collection of clean assistant data including code, stories and dialogue

multi-label-text-classification-using-attention-based-graph-neural-network icon multi-label-text-classification-using-attention-based-graph-neural-network

In Multi-Label Text Classification (MLTC), one sample can belong to more than one class. It is observed that most MLTC tasks, there are dependencies or correlations among labels. Existing methods tend to ignore the relationship among labels. In this paper, a graph attention network-based model is proposed to capture the attentive dependency structure among the labels. The graph attention network uses a feature matrix and a correlation matrix to capture and explore the crucial dependencies between the labels and generate classifiers for the task. The generated classifiers are applied to sentence feature vectors obtained from the text feature extraction network(BiLSTM) to enable end-to-end training. Attention allows the system to assign different weights to neighbor nodes per label, thus allowing it to learn the dependencies among labels implicitly. The results of the proposed model are validated on five real-world MLTC datasets. The proposed model achieves similar or better performance compared to the previous state-of-the-art models.

process-coordination icon process-coordination

The goal of this project is to solve some problems involving process co-ordination, in C using pthreads and semaphores. Grading of this project will be based on two criteria, correctness and presentation of code, and report that you will submit.

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