Curriculum Vitae

Research Interests

Natural Language Processing; Privacy and Trustworthy Information Processing; AI Alignment; Human- Computer Interaction (HCI); Interpretability

Research Experience

• Research Intern (Voluntary)
  • CSprintML Lab — CISPA, Saarbrücken, Germany / Sept 2024 - Present
  • Topic of Research: Auditing Differentially Private Diffusion Models
    • Building auditing mechanisms to evaluate privacy strictness of state-of-the-art Diffusion Models.
    • Finetuning and evaluating Diffusion models by implementing various DPSGDs algorithms and comparing it with our own DPSGD implementation.
    • Building our own Novel DP finetuning adaptation for Image Autoregressive models (IAR).
    • Analyzing existing DP finetuning adaptation methods for IARs and comparing with our method.
• Research Assistant
  • Indian School of Business, Hyderabad, India / Sept 2024 - Jan 2025
  • Creating a tailored NLP pipeline with OCR, Text Classification and Token Classification models leveraging Open LLMs.
  • Developing internal classifier pipelines leveraging state-of-the-art instruct LLMs.
  • Fine-tuning Instruct models on highly curated synthetic dataset designed for identifying Communal violence news articles and generating consistent JSON output.
• Research Intern
  • CISPA Helmholtz Center for Information Security, Saarbrücken, Germany / Jun 2024 - Aug 2024
  • Topic of Research: Privacy Preserving Generation with Large Language Models
    • Researching on Private Large Language Models using various Differential Privacy Frameworks.
    • Analyzing several pretraining / fine-tuning methods and model behavior in various downstream tasks.
    • Fine-tuning text, vision, and multimodals with PEFT methods and enabling DP for Privacy Preserving PEFT methods.
• Research Assistant
  • Indian School of Business, Hyderabad, India / Aug 2023 - Jan 2024
  • Fine-tuning and inferencing classifier models exceeding 95% accuracy, demonstrating strong data analysis and modeling skills.
  • Fine-tuning large transformer models to improve precision, reliability, and efficiency.
  • Creating transformer models daily for sequence classification, generation, and token classification.
  • Developing custom NER solutions to optimize data extraction and retrieval.
  • Proficiently working with Big Data to analyze patterns and successfully implemented developed models,contributing to data-driven insights and decision-making.
• Research Intern
  • National Institute of Technology Patna (NITP), Patna / Jun 2022 - Aug 2022
  • Topic of research: Agile motion of quadrupedal locomotion using Quad-SDK.
  • Fine-tuning and inferencing classifier models exceeding 95% accuracy, demonstrating strong data analysis and modeling skills.
  • Fine-tuning large transformer models to improve precision, reliability, and efficiency.
  • Creating transformer models daily for sequence classification, generation, and token classification.
  • Developing custom NER solutions to optimize data extraction and retrieval.
  • Proficiently working with Big Data to analyze patterns and successfully implemented developed models,contributing to data-driven insights and decision-making.

Professional Experience

• AWS & Machine Learning Intern
  • F13 Technologies, New Delhi, India / Mar 2023 - Jun 2023
  • Worked with AWS EC2, EBS, and S3 to host and develop websites.
  • Successfully migrated Non-AWS web applications to the AWS infrastructure.
  • Developed a sophisticated Content Recommendation system using AWS Personalize.
  • Gained hands-on experience with more than 50 AWS services during the training period.
  • Proficient in using tools like the AWS Cost Calculator to optimize cloud resources.

Education

• B. Tech in CSE, D. Y. Patil International University, 2021 - 2025

Skills

• Programming
  • Python
  • C++
  • MySQL
  • MQL
  • Git
  • C
  • C#
  • JavaScript
  • R
• ML Frameworks
  • PyTorch
  • TensorFlow
  • JAX
• Other Tools & Technologies
  • Power BI
  • MongoDB
• Cloud
  • AWS
  • Azure
  • HPC Clusters (SLURM)
• Collaboration & Productivity
  • Asana
  • ClickUp
  • Notion
  • Jira
  • Miro
  • Deepnote
• Additional Design Tools
  • Adobe XD
  • Figma
  • Blender
  • Cinema 4D
  • Unreal Engine