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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.

Jupyter Notebook 98.47% Python 1.53%
bounding-boxes cnn-keras computer-vision data-augmentation image-processing opencv tensorflow cs771 iitk

decaptcha's Introduction

Hey ๐Ÿ‘‹, I'm Shreyasi Mandal

About Me ๐Ÿš€

๐ŸŒฑ 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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