CV

Education

• Master of Science in Mathematics, New York University, 2022
• Master of Technology in Industrial Automation & Robotics, Manipal Institute of Technology, 2017
• Bachelor of Engineering in Mechanical Engineering, Visvesaraya Technological University, 2015

Work experience

• Summer 2021 : Machine Learning Intern at Infrrd
  • Responsible for the development of automated document image clustering using pre-trained transformer models for document embedding and implemented an algorithm to group documents based on similarity of feature vectors.
  • Developed and tested various online classifiers for NER classification. Documented various classification techniques and benchmarked the performance of various datasets. Performed error analysis on the results to understand which NER tags perform better.
  • Developed Data preprocessing pipeline for Intelligent Document Processing research team which involved fetching data from Elasticsearch, extracting relevant information, pre-processing the text and converting the dataset to the format used for few shot learning. Clustered the dataset based on visual and structural similarity and split the dataset into train-test-validation for each cluster for the further stages of few shot learning.
  • Worked with Amazon Elastic Inference for deploying GPU demanding ML applications using a RoBERTa model embedding
  • Developed ML microservices and RESTful APIs for ML based web applications to cluster the documents.
• September 2020 - December 2021: Recitation Leader and Grader at New Yok University
  • Conducting recitation for undergrad students and holding office hours to help students
  • Evaluating assignments of undergrad students.
• July 2017 - July 2020: Systems Engineer at ModeliCon InfoTech LLP
  • Experience with Big Data: Processed, filtered and transformed large amounts of high dimensional data from Pipesim simulation software to the Machine Learning model
  • Mathematical Model development of system under study
  • Library architecture design and development, project documentation and proposal drafting
  • UI and model integration and model verification; experience with SQL and NoSQL databases like MySQL and MongoDB
  • Experience with agile software development life cycle - requirement analysis, development, deployment
  • Backend development (Node, python) using microservice architecture, REST APIs
  • Full Stack web application development (ReactJS, HTML, Javascript, SQL)
• September 2015 - May 2016 : Teaching Assistant at Manipal Institute of Technology
  • Helping below average performing students in studies by giving personal attention.
  • Evaluating assignments of undergrad students.

Skills

• Python
• Machine Learning/ Artificial Intelligence
• Deep Learning
• NLP
• JavaScript
• MLOps

Workshops

2017-2020: Conducted Workshops on Mathematical Modeling for faculty/students

• Faculty development Programme - Multidomain System Modelling and Simulation using Modelica at BMSCE, Bangalore and ASIET Cochin.
• Digital Twins Workshop for students - BMSCE, Bangalore, ASIET Cochin, RIT, Bangalore.

Publication

• May 2016 : A study on the effect of varying injection pressure on the performance and emission characteristics of C.I. engine using a mixture of Honge and Neem oil methyl ester as fuel, Jnana Sangama, National Level Conference

Organizations

• May 2021 - May 2022: NYU Tandon Unibuddy Ambassador
• Januarry 2021 - present: Graduate Student Member at Society for Industrial and Applied Mathematics
• December 2018 – Present: Individual Member at Open Source Modelica Consortium
• July 2018 - July 2019 : Assistant Treasurer and Webmaster at International Society of Automation (ISA) at Bangalore section
  • Responsible for tracking the cash flow in the organization and maintaining the website.
  • Organized Modelica Users’ Meet India - 2018 at IISc Bangalore. Responsible for procuring Sponsorship, Inviting Speakers, Marketing, Social Media Presence, Coordinating with volunteers.