I'm a third-year B.Tech student pursuing Computer Science with specialization in Bioinformatics at VIT Vellore. My research focuses on machine learning, with an emphasis on real-world applications. In particular, I'm interested in information retrieval, interpretable deep learning, approaches toward attention techniques to accelerate learning and inference, and methods for causal inference.
Deep Learning Intern
May 2018 - July 2018
Mentored by: Vivek Vaidya
I worked on Interpretability of deep learning models and worked on implementing research papers which provided SOTA on publicly available highly imbalanced datasets for sentiment classification, which was later used in proprietary healthcare data for staging purposes. Then worked on ETA of death of a patient by using survival regression techniques. At last, worked on autoencoders for clustering purposes to tackle unsupervised learning situtations.
Models built for Classification:
Machine Learning Research Intern
Jan 2018 - Mar 2018
Mentored by: Tomin James
Had to implement few research papers related to the prediction of Onset and Event Epileptic seizures, using a really huge dataset.
Bioconda: A sustainable and
comprehensive software distribution for the life sciences
The Bioconda Team
nature methods, 2018
U-Net Pytorch: a pix2pix problem where there was a need to generate Google Maps animated image using Google Maps Satellite image for several regions.
PLinearRegression: Scikit-Learn's linear regression extended with p-values. To emphasize the importance of hypothesis testing and p-values.
Sometimes Deep Sometimes Learning: Machine Learning Experiments with scikit-learn, Deep learning with Keras, TensorFlow and Pytorch. Data Science examples for various datasets and competitions from Kaggle and Analytics Vidhya.
Anti Spam Filter: Anti Spam Filter, a spam filter which uses a model made out of MultinomialNB algorithm from scikit-learn snake to classify hostel complaints against spam, tested with various languages and abusive words.
kaala: A recommendation software, for suggesting crops to Tamil Nadu farmers.
rpi-car: A Raspberry Pi controlled car with TensorFlow Object Detection and GUI built on PyQt5.
PDFtools: Scripts to merge and split PDFs, merge images into PDFs.
YDL: YouTube Downloader for downloading audio files, video files, playlists of both video and audio at the preferred quality for free.