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My Journey

The roles, impact, and milestones that shaped how I build AI systems.

Plutomen Technologies · Gujarat, India
AI Engineer Intern

RAG pipelines for document intelligence & chatbot optimization

Sept 2023 – April 2024

Built RAG pipelines for document intelligence and optimized a customer-facing chatbot using semantic search. Shipped production Flask REST APIs with sub-200ms latency.

  • Built RAG pipelines achieving 89% data extraction accuracy from unstructured documents
  • Optimized customer-facing chatbot using semantic search, improving response relevance
  • Developed Flask REST APIs with sub-200ms latency for production deployment
89%
Data extraction
accuracy
<200ms
API response
latency

RAG-first approach

Applied retrieval-augmented generation to real document intelligence problems, long before it became mainstream.

Nxon · Gujarat, India
ML Engineer Intern

Transformer-based AI with LoRA fine-tuning & MLOps pipeline

May 2022 – June 2024
  • Built transformer-based AI systems with LoRA fine-tuning for domain-specific performance
  • Designed a scalable MLOps pipeline using PyTorch DDP for distributed training
  • Delivered code intelligence features covering 10 programming languages
10
Programming
languages
LoRA
Fine-tuning
approach

MLOps at scale

Built distributed training infrastructure with PyTorch DDP, enabling efficient model iteration across multiple GPUs.

Charotar University · Research
Research Assistant

U-Net for MRI brain tumor segmentation

Apr 2023 – Jun 2023
  • Implemented U-Net architecture for MRI brain tumor segmentation achieving 91% accuracy
  • Applied deep learning to real medical imaging data for clinical research support
  • Evaluated model performance using IoU and Dice coefficient metrics
91%
Segmentation
accuracy
Education

MS Applied Machine Learning

University of Maryland, College Park · 3.52 GPA
Coursework: ML, NLP, Computer Vision, Multimodal Foundation Models, Cloud Computing, Probability & Statistics.
Aug 2024 – Present

3.52
GPA

BTech Information Technology

Charusat University · 3.7 GPA · First Class Honors
Coursework: Data Structures, Networks, OS, Databases, Software Engineering.
2020 – 2024

3.7
GPA