Reduced secrets misconfiguration by 30% with Vault-backed schemas
Accelerated deployment cycles by 20% via Jenkins shared library refactors
Designed CI/CD validation enforcing security gates across 40+ services
May - Aug 2025
ML Developer Intern
Angel Lane Partners
Enabled risk scoring for 10,000+ clients via IFRS9-compliant Bayesian models
Engineered 50+ risk features across financial, behavioral, operational signals
Jan - Sep 2024
DevOps Engineer Intern
K2 Nextgen
Accelerated release cycles by 40% with Jenkins, Docker, Terraform
Built serverless log analytics pipeline handling 50K+ events/sec on AWS
Improved security via Keycloak SSO and AWS control integrations
May - Aug 2023
DevOps Engineer Intern
K2 Nextgen
Deployed containerized microservices on AWS using Docker and Ansible
Reduced deployment errors by 30% and incident resolution time by 25%
HOVER TO ILLUMINATE
[ACADEMIC DOSSIER]
MCMASTER UNIVERSITY
M.ENG // AUTOMATION & SMART SYSTEMS
GPA: 3.9/4.0 | JAN 2025 - DEC 2026
TRANSCRIPT COURSEWORK
Cloud Computing
Internet of Things
Machine Learning
Cyber Physical Systems
Data Analytics & Big Data
Deep Learning
Practical Project Management for
Engineers
GGSIPU
B.TECH // ELECTRONICS & COMMUNICATION ENGINEERING
MINOR: COMPUTER SCIENCE
GPA: 3.7/4.0 | JUN 2020 - JUN 2024
RELEVANT COURSEWORK
Data Structures & Algorithms
Data Communication & Networking
Microprocessors & Microcontrollers
Internet of Things
Machine Learning
Database Management Systems
[PROJECTS ARCHIVE]
Vision-Language Model for Image Captioning
PyTorch • Transformers • SigLIP • Qwen2 • LoRA
Engineered production-grade vision-language model, upgrading from
previous ViT-GPT2 architecture, combining SigLIP vision encoder and Qwen2-1.5B
decoder with learnable MLP projector
Optimized inference pipeline with KV-caching and fp16 precision, deployed via Gradio web
interface and CLI tool with multi-platform support (local GPU, Colab, Kaggle)
Achieved stable training on COCO 2017 (118K images) using contrastive alignment loss,
mixed-precision optimization, and parameter-efficient fine-tuning with LoRA (rank-8
adapters)
Financial AI Risk & Governance
Python • XGBoost • LightGBM • Random Forest
Developed modular Python framework for credit risk modeling using Logistic Regression,
XGBoost, and LightGBM
Improved model transparency by integrating uncertainty estimation, calibration checks, and
fairness diagnostics
Enabled reproducible risk evaluation by standardizing tracking and reporting outputs
Vision-GPT2 Image Captioning
PyTorch • ViT • GPT-2 • Transformers
Built multimodal pipeline using Vision Transformers, GPT-2, and PyTorch for automated image
caption generation
Improved caption quality through dataset curation and benchmarking on Flickr8K using NLP
metrics
Increased experimentation reliability by implementing validation pipelines
Fetal Health Classification
scikit-learn • Neural Networks • Pandas • NumPy
Built end-to-end ML classification pipeline using scikit-learn and neural networks
Achieved 95%+ F1-score through hyperparameter tuning and
stratified cross-validation
Improved model stability by implementing repeatable validation and performance monitoring
Smart Manufacturing QC System
Raspberry Pi • Computer Vision • PubNub • IoT/IIoT
Designed edge-based computer vision system using Raspberry Pi and AI lens for real-time
defect detection
Enabled live monitoring by integrating PubNub-based cloud streaming with local execution
Reduced false rejections by 45% by calibrating thresholds and
optimizing servo timing
Distributed Log Analytics Platform
AWS
Kinesis • Lambda • S3 • Athena • Glue • Terraform
Built event-driven analytics pipeline processing 50k events/s
using AWS serverless stack
Reduced infrastructure costs by 35% by applying Terraform IaC
and auto-scaling policies
Improved query reliability by enforcing schema evolution, partitioning, and monitoring
Task Manager Web Application
WEB
Django • SQLite • REST API • Bootstrap • JavaScript
Developed full-stack task management system using Django, SQLite, and REST-based CRUD
services
Improved usability by implementing responsive UI components with HTML, CSS, and JavaScript
Strengthened data integrity by enforcing authentication and secure deployment practices