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Hey πŸ‘‹, I'm Shreyasi Mandal

About Me πŸš€

🌱 I am Shreyasi Mandal, a final-year student in the Computer Science and Engineering Department at IIT Kanpur. My academic journey has been driven by a strong passion for AI and ML research, where I've consistently sought innovative applications of Artificial Intelligence.

During my time at IBM Research, I actively contributed to integrating textual knowledge for Question Answering using Knowledge Graphs. Additionally, I have also contributed to the development of a Knowledge Graph tailored for legal data, enriching my expertise in NLP. Additionally, I have hands-on experience in web development, utilizing ReactJS to build web applications.

I have worked under Prof. Elodie Lugez, at Toronto Metropolitan University (TMU) in the summers of 2023 as a MITACS intern, where I had created a novel Attention-based AutoEncoder model to improve catheter detection in high-dose-rate prostate brachytherapy, which will help in improving cancer treatment. I have also published a paper at SPIE Medical Imaging :)

Currently, my research focus centers on Large Language Models (LLMs) to enhance natural language inference for clinical trials on breast cancer. I am dedicated to perform impactful research to advance technology for the betterment of society.


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Shreyasi Mandal's Projects

adversarial_attack_defense icon adversarial_attack_defense

This work is based on enhancing the robustness of targeted classifier models against adversarial attacks. To achieve this, a convolutional autoencoder-based approach is employed that effectively counters adversarial perturbations introduced to the input images.

bcs_workshop_apr_20 icon bcs_workshop_apr_20

Workshop on basic machine learning, computational modeling, psychophysics, basic data analysis and experiment design

box-office icon box-office

A Progressive Web Application using create-react-app

chat-with-me icon chat-with-me

Progressive Chat Application made using Firebase and React JS...

code_corrector icon code_corrector

CS771: Introduction to Machine Learning, IIT Kanpur, 2022-23-autumn offering - Mini Project

decaptcha icon decaptcha

CAPTCHAs are popular ways of preventing bots from attempting to log on to systems by extensively searching the password space. In its traditional form, an image is given which contains a few characters (sometimes with some obfuscation thrown in). The challenge is to identify what those characters are and in what order.

ivy icon ivy

The Unified Machine Learning Framework

legal-augmentation icon legal-augmentation

Analyzing various data augmentation techniques for enrichment of legal text with semantic annotations

library_management_system icon library_management_system

Library Management System in C++ language on command line interface using Object-oriented programming concepts

ml_andrewng icon ml_andrewng

Exercises and their solutions covered in the Machine Learning Course by Andrew Ng

neural_style_transfer icon neural_style_transfer

Generated artistic-style image retaining the features of both content and style image – Neural Style Transfer using a pre-trained VGG19 model in PyTorch.

nli4ct icon nli4ct

Safe Biomedical Natural Language Inference for Clinical Trials based on SemEval 2024 Task 2

sat_solver___sudoku icon sat_solver___sudoku

SAT Solver based on DPLL algorithm and Jersolow-Wang 2-sided heuristic. Sudoku Pair Solver and Generator using SAT Solver.

speech_recognition icon speech_recognition

Speech recognition module for Python, supporting several engines and APIs, online and offline.

winter-of-contributing icon winter-of-contributing

GirlScript Winter of Contributing, a three-month enthusiastic program organized by🧑GirlScript Foundation to create the world's largest multilingual content repository that will be available to everyone.

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