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Resume

Experience

July 2022 - August 2022

Machine Learning Engineer Intern

PathAI

Boston, MA

As a Machine Learning Engineer intern at PathAI I designed and developed an end to end framework to measure model robustness for multi-instance learning models. Attained 20% improvement in model robustness and 6% increase in accuracy by applying Aug-Var-Red regularization (Aug-reg). Implemented a visualization technique using UMAP to assess the influence of various augmentations on model behavior. Developed Vision Transformer based module for multi-bag level classification & achieved 10% improvement in robustness

July 2018 - July 2021

Software and Data Engineer

Airbus

Bengaluru, India

As a Software and Data Engineer at Airbus, I was responsible for developing data pipelines, analyze large data sets to identify key insights for predictive maintenance tasks and ensure pipeline robustness. I worked collaboratively with cross-functional teams to develop data-driven solutions and improve data quality and accuracy.

 

I managed aircraft timeseries data using Java, Spark, Javascript and Python. I devised a robust end-to-end ETL framework for big-data to efficiently collect data from a diverse fleet of over 60 aircraft, centralizing it into a data lake. These data pipelines were successfully deployed, providing decoded aircraft data through the Skywise platform. I engineered and fortified pipelines to ensure they could smoothly handle ingestion irregularities. I optimized the partition logic for output Parquet files, drastically reducing computation costs by 80% and storage costs by 95%. Furthermore, I applied my skills in Pyspark, SQL, and JavaScript to design an envelope-based statistical qualification algorithm for anomaly detection in timeseries data. This system was seamlessly integrated with an interactive dashboard, enabling real-time result publication and in-depth analysis of data losses.

Education

2021 - 2023

University of Massachusetts, Amherst

Master of Science in Computer Science

Amherst, MA

During my Master's program, I specialized in Machine Learning and Artificial Intelligence and took courses in topics such as Deep Learning, Natural Language Processing, Reinforcement Learning, Distributed Operating Systems and Computer Vision.

2013 - 2018

Indian Institute of Technology, Bombay

B.Tech + M.Tech Engineering

Mumbai, India

As an undergraduate student, I gained a strong foundation in Computer Science through my research in Deep Learning and took courses in topics such as Machine Learning, Probability, Data Structures and Algorithms.

Professional skillset

Machine Learning

Deep Learning

Big Data

Python

Spark

Graph Neural Networks

Languages

English (native)

Hindi (proficient)

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