About Me

I am an MSCS student at University of Southern California. Previously I worked in the Tech Division at Goldman Sachs in India and I interned at Google and Tessel@Rails Girls Summer of Code program. I am also an AI researcher, specialising in neural architecture search which is like AutoML but for convolutional neural networks. You can check out my publications here. At Goldman, I work in the SecDB Architecture team where we are working on internal trading databases in production. I have ample experience in working with databases, microservice architectures, APIs, production software deployment and maintenance and distributed systems. I completed my bachelors in CS from IIIT Delhi in 2020. I am also a core member of Women in Machine Learning and Data Science (WiMLDS) chapter in Delhi and have a bit of mentoring experience on my hands. I like to paint and watch Netflix during my free time.



Publications

NEAP-F: Network Epoch Accuracy Prediction Framework [AAAI 2021]

This framework predicts the testing accuracy achieved by a convolutional neural network in one or more epochs. It helps in finding optimal neural networks, and reduces time involved in training candidate networks. Published under the guidance of Prof. Mayank Vatsa and Prof. Richa Singh (IIT Jodhpur, India)

Application of Artificial Intelligence for performance enhancement of Electrostatic Precipitator [NFEST 2018]

Electrostatic precipitators (ESP) are widely used to capture fly ash generated due to combustion of coal in thermal power plants. This paper explains use of artificial intelligence to replicate human knowledge to optimize ESP performance and identifying the probable causes for many ESP related problems. Published under the guidance of Prof. Vikas Rastogi (Delhi Technological University, India)

Bachelor's Thesis-Predicting Neural Network Architecture

Thesis project under professors Prof. Mayank Vatsa and Prof. Richa Singh to develop an algorithm that can predict neural network architecture for a given dataset, eliminating the need for hand crafted neural networks.

Feb 2021

Presented my NEAP-F paper in AAAI 2021!

Nov 2020

NEAP-F selected to be published in AAAI 2021! This paper was based on my bachelor's thesis work on predicting performance of neural networks.

Aug 2020

Formally graduated from IIIT Delhi, obtaining Bachelors in Technology with Honors.

Jun 2020

Started working at Goldman Sachs in WFH

May 2020

8th semester finally over!

Jan 2020

Started working on recipe generation project. Using a single image of a dish, we can identify the dish name, generate its preparation instructions and video too!
Volunteered for college cultural fest Odyssey. Quite a learning experience on crowd management and cold calling sponsors

Aug 2019

Started working on regex generation project. The aim was to provide a natural language description as input and output corresponding regex. Got to read papers by Regina Barzilay!
Started working on independent project on video question answering systems
Joined Women in Machine Learning and Data Science as core member :)
Got elected as student council member in college

Jul 2019

Got job offer from Goldman Sachs
Completed 16 week internship stint at Google India with Cloud Search team

Jan 2019

Started working on bachelor's thesis on neural architecture search!

Dec 2019

Completed a hectic semester with artificial intelligence, machine learning and image analysis courses

Oct 2019

Attended GoLab conference in Florence, Italy, thanks to Rails Girls Summer of Code!

Sep 2018

Completed 12 weeks internship at Tessel with Rails Girls Summer of Code

Jul 2018

Completed 80 hours of teaching basic maths and computer science to 9th standard students at Patratu School of Economics

May 2018

Attended Facebook F8 conference in California, US. My first industry experience!

Jan 2018

Presented my first research paper in NFEST 2018!

Sep 2017

My first paper on AI fault diagnosis system for electrostatic precipitator selected to be published in NFEST 2018

Jul 2017

Completed research internship at Delhi Techonological University, worked on fault diagnonsis systems for electrostatic precipitators

Nov 2016

Built my first AI tic-tac-toe bot!
Built obstacle avoiding robot using Raspberry PI 3

Aug 2016

Joined IIIT Delhi as an undergraduate in computer science