+1 774 208 6637
HELLO! I’M SUVODEEP MAJUMDER
BIO
About Me
I am a Ph.D. Candidate in the Computer Science department at North Carolina State University. My research focuses on (a) Creating context-aware large language models for context-aware machine translation; (b) Investigating various systematic biases introduced when selection is performed without appropriate analysis; (c) Investigating reasons for gender/racial bias getting introduced in ML software and develop ways to mitigate them. For my Ph.D., I work under Dr. Tim Menzies as part of RAISE Lab. While in the summer I have been working with Amazon AWS as an intern focusing on developing large language models.
Along with my work, I am a big fan of the culinary world and like to cook various cuisine. I also like to run and work out in my free time. Recently I am trying to learn fishing as a new hobby.
PUBLICATION
Whats already done!!
RESEARCH
What I am working on
CONTEXT AWARE NEURAL MACHINE TRANSLATION
In this project, we try to investigate how different neural architecture affects contextual neural machine translations and develop new ways to improve the performance of these models.
SOCIO-TECHNICAL GRAPH MINING
Working on a system to create code interaction graph and social interaction graph to understand different aspects of Open Source Projects
AUTOMATED LEARNING
This project is to create an automated tool, that incorporates different types of machine learning models, feature selectors with hyper-parameter optimizer to create models for text dataset and return best possible outcome by evaluating the dataset.
ACTIVE LEARNING
This research was to create an active learning model, to learn from very small sample of data to begin with, in a domain where it is very expensive to collect the data labels. Then to understand the attributes which are essential for the classification and as new data is collected, the model only asks for labels which it think is interesting or non interesting depending on model setup.
TRANSFER LEARNING
Developing a new hierarchical transfer learning method using hierarchical clustering and bellwether method to identify exemplary projects in a community to get generalized actionable conclusions to mitigate conclusion instability.
AI FAIRNESS
Working on identifying and mitigating group bias introduced by machine learning models on protected attributes using multi-goal optimization techniques.
MY EXPERIENCE
June 2018 - August 2018
DATA SCIENTIST INTERN, IBM
Created ML-based insights for dev teams by analyzing GitHub projects as part of the DevOps insight team using. Modeled large-scale data processing system using spark cluster and python to analyze terabytes of software project raw data and create a meaningful usable form to be used in machine learning algorithms.
March 2013 - June 2017
TEST ANALYST, INFOSYS LIMITED
Created Test Scenarios and Automation Scripts for Automation, Manual, Performance testing scenarios for web-based portal, Mobile Application and IVR systems.
May, 2022 - August, 2020
APPLIED SCIENTIST, AMAZON AWS
Developed a process for improving Neural Machine Translation (NMT) performance by disambiguation of word senses and a way of measuring the error propagation in pivot NMT translations.
May,2021 - August, 2021
APPLIED SCIENTIST, AMAZON AWS
Researched on the effect of model size on contextual neural machine translation and developed a system for contextual knowledge transfer between models using knowledge distillation.
May, 2022 - August, 2022
APPLIED SCIENTIST, AMAZON AWS
Researched on the identification of relevant context and developed a system to identify context during machine translation.
EDUCATION
August 2019 - May 2023
NORTH CAROLINA STATE UNIVERSITY
I am completeing my PhD in Computer Science with research fouce in applicatio of AI in Software Engineering.
August 2017 - May 2019
NORTH CAROLINA STATE UNIVERSITY
I completed my master degree from North Carolina State University with a specialization in Software Engineering and Machine Learning.
August 2008 - May 2012
WEST BENGAL UNIVERSITY OF TECHNOLOGY
I Completed my under graduation from WBUT in 2012 with a Major in Computer Science & Engineering.
"If you want something you've never had, you must be willing to do something you've never done"
Thomas Jefferson
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