• Architected and deployed a production-grade LMS ecosystem to handle end-to-end student lifecycles without manual intervention.
• Integrated automated payment processing via Razorpay and on-chain verifiable credential issuance.

• Cut manual planning time on steel-coil slitting with a custom OR-Tools optimization engine.
• Delivered and integrated the scheduling algorithm across 5 certified production phases.

• GutBot RAG Deployment: Hardened an enterprise healthcare chatbot for production deployment on AWS EC2, strictly anchoring model responses to retrieved medical documents.
• KLE SCP College: Executed a full institutional CMS rebuild using Grav CMS, resolving administrative bottlenecks for content management.
• Spa/Fitness Booking System: Built a complete booking and scheduling system that eliminated double-bookings and manual calendar management for the client.

FusioNet-DR

Dual-stream spatial-frequency framework

A dual-stream network that reads retinal images two ways at once — spatially and in the frequency domain — then fuses them with attention to grade diabetic retinopathy severity as an ordinal problem.

CBAM-CNN-BiLSTM

ECG arrhythmia classification

ECG classification with a debugging story: bypassed a standard library parsing bug by writing a custom binary .atr parser to get clean ground-truth labels before the model ever saw the data.

STAMP-Net

Oral cancer detection

Whole-slide pathology images too large for CNNs solved with attention-based multiple-instance learning, plus an adversarial mechanism that strips out stain-color bias.