Hi
I'm a recent graduate from the Indian Institute of Technology Roorkee, where I obtained a bachelor's degree in Production and Industrial Engineering.
My current interests include data science, finance, multi-objective optimization, health research and scientific visualization. I have actively contributed to various projects in these domains, some of which can be found here.
Hobbies: Running, Futsal/Football, Reading Books
C++, R, SPSS, SQL, Excel, C, PythonFURY is a python library for scientific visualisation. I enjoy contributing to FURY and was previously a Google Summer of Code participant with FURY.
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| Google Summer of Code 2021 | |
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I brought tools for molecular visualisation to FURY by creating a python module which can be used to create the following molecular representations:
Final report of the work done GSoC python blogs |
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Performed an experiment where I was the subject. (For more details about this project, mail me)
Got interested in finance courtesy The Big Short.
- Pairs Trading (Sep 2020 - Jan 2021): This was a group project where I worked with my friends in Finance Club IIT Roorkee and we implemented some pairs trading algorithms mentioned in scientific papers. I created a MSE criterion to select the pairs and visualised the returns obtained by selecting various pairs (check the figure below).
- An attempt at making an algorithm that can outperform S&P 500 between 1980-2020 (Jul 2020)
(Figure above compares the returns of the algorithm with S&P 500) - Algorithm that aims to generate profitable returns on an intraday basis (used RSI and ADX indicators to devise a profit booking logic and position management logic) (Jul 2020)
(Figure above displays RSI for the given dataset)
An attempt at making an animation of one of my favourite anime characters - Uchiha Itachi. I made this by using the Python Arcade framework. I designed all the sprites and the backgrounds from scratch by myself.
Back in high school, I wasn't particularly fond of computer science as it seemed too abstract. This project gave me an opportunity to apply what I'd learned over the course of the subject and this was the first time that I enjoyed programming.
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This study investigates the impact of physical activity (PA) on reducing nonalcoholic fatty liver disease (NAFLD) and significant fibrosis risk in the context of socioeconomic and racial disparities. Using data from 2,648 NHANES 2003–2006 participants, multivariable logistic regression models were developed, revealing a 43% reduction in NAFLD risk and a 48% and 70% reduction in fibrosis risk with moderate-to-vigorous PA (MVPA) and total log activity count (TLAC), respectively. Results underscore the role of PA as a protective factor in NAFLD and highlight disparities, showing a higher NAFLD prevalence among Hispanic participants despite higher PA levels.
Paper published in PLOS ONE (second Author)
Investigating Innovized Progress Operators with Different Machine Learning Methods
This paper explores performance of different Machine Learning (ML) methods on Reference vector (RV) based Evolutionary Multi- and Many-objective Optimization algorithm NSGA-III utilizing innovized operators IP2 and IP3. Through an exploratory analysis of eight different ML methods, the results suggest that kNN emerges as the winner for both IP2 and IP3 in terms of the Hypervolume (HV) metric and corresponding run-time.
Paper accepted in International Conference on Evolutionary Multi-Criterion Optimization: EMO 2023 (second author)
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The most important thing is to try and inspire people
so that they can be great at whatever they want to do.
Kobe Bryant