Industry Projects
Production systems built in industry roles. Each page carries the architecture, the technical specifications, a full interview question bank covering the analytical and “what if” angles, and a glossary defining every term used.
Document Intelligence & Edge Inference132 questions
AI Engineer · Infiswift.ai, California · Nov 2025 – Present
LLM applications for document data extraction, a self-learning regex framework that promotes stable LLM outputs into deterministic rules, and wake-word detection optimised for edge devices.
LangChainLangGraphAWS LambdaStep FunctionsBedrockONNXQuantisationA/B testing
Detailed summary & question bank →Real-Time Fraud Detection & GenAI Investigation134 questions
AI/ML Engineer · JPMorgan Chase & Co., California · Sept 2023 – Oct 2025
Real-time transaction fraud models with a streaming feature store, a RAG assistant for investigators, and the explainability and governance layer a regulated bank requires.
XGBoostFeastKafkaRAGKubeflowTerraformEKSSHAP
Detailed summary & question bank →Clinical Risk Prediction & EHR NLP136 questions
Machine Learning Engineer · Cognizant, India · Jan 2019 – Oct 2020
A patient readmission model over 2M+ EHR records at 0.87 AUC-ROC, a clinical NLP pipeline over physician notes, and the explainability work that drove clinician adoption — under HIPAA throughout.
XGBoostPySparkDatabricksBioBERTspaCySageMakerSHAPHL7/FHIR
Detailed summary & question bank → Selected Technical Research Projects
Vision Language Models:
SAIND: Scene Animation using (RGB) Images aNd Depth maps ▶Project Summary
SAIND generates dynamic 3D scene animations using RGB images and depth maps. It blends geometric priors and scene semantics to infer realistic object motions for AR/VR storytelling and visualization.
Detailed summary →
Font Style generation for Scene Text Recognition ▶Project Summary
This project enhances scene text recognition by generating synthetic fonts that mimic various styles. It aids OCR models by increasing training diversity through font-aware text transformations.
Detailed summary →
Distributed Computing and Middleware Systems for Future Mobility:
Griffin: Collaborative Drone-Car for Real-time road event detection ▶Project Summary
Griffin introduces a collaborative drone-car platform that captures real-time road events for improved traffic analytics. It uses middleware systems to coordinate mobility, data fusion, and alert broadcasting.
Detailed summary →
WiFi Sensing:
BMEye: Public Health-Oriented Body Mass Index Monitoring Using Commodity WiFi ▶Project Summary
BMEye leverages WiFi channel state information to estimate a user’s body shape and BMI. It offers a non-invasive, device-free public health tool for real-time population health monitoring.
Detailed summary →
SWiDir: Enhancing Smartphone-based Walking Direction Estimation with Passive WiFi Sensing ▶Project Summary
SWiDir augments smartphone sensors with passive WiFi data to improve user walking direction estimation. It enhances pedestrian navigation accuracy, especially in GPS-denied or cluttered indoor environments.
Detailed summary → Products
Things being built as products rather than as papers or client systems. Both are in progress — this section will carry the write-up and links once there is something to show.
Deepfake detection browser plug-inIn progress
Business intelligence tool for marketing strategyIn progress
