Work.

LLM Fine-Tuning Pipeline on AWS

AWS-based pipeline to fine-tune large language models on domain-specific data using SageMaker for distributed training on GPU instances with spot instances and MLflow tracking.

End-to-End MLOps Pipeline

Fully automated ML workflow on AWS using Docker, Kubernetes, and Apache Airflow for CI/CD and orchestration with 60% reduction in deployment time.

RAG Q&A System for Internal Docs

Enterprise-grade Retrieval-Augmented Generation system leveraging Azure AI Search and AWS Bedrock LLMs with semantic chunking pipelines.

LLM-Powered Semantic Search Engine

Semantic search platform using LLM embeddings and vector databases (FAISS, Milvus, Pinecone) for contextual search over unstructured data.

Local Kubernetes LLM Inference

Local Kubernetes cluster on MacBook to host LLM inference services at the edge with optimized resource settings for transformer models.

Multimodal AI Assistant

Chatbot processing text and images using multimodal models (CLIP, Vision-LLM) for scene descriptions and visual question answering.

Multimodal Facial Landmark Detection

Dual-input ResNet50 (RGB+Depth) for 3D face modeling; TFLite-quantized for edge/mobile deployment.

Real-time Emotion Detection – PyTorch/Flutter

MobileNetV3 with attention; classifies 7 emotions at 92% accuracy; live AWS deployment and analytics.

Advanced Facial Recognition – Flutter/AWS

Secure authentication with FaceNet/triplet loss, liveness detection, serverless AWS Lambda/S3/DynamoDB.

Automated Contract Summarizer

LLMs + OCR + NLP to generate concise summaries and highlight risk clauses from lengthy contracts, streamlining legal workflows.

Personalized Learning Path Generator

Student interaction data + knowledge graphs + RL to build tailored learning journeys and skill recommendations.

Document-to-Database Pipeline for Compliance

OCR/LLM pipeline to auto-extract structured data from global regulatory filings and forms for multinational compliance.

3D Visualization

3D visualization of California's road network on Google Earth using Big Data

NYC Collision Analysis

New York City Taxi Collision Analysis using Spatial data and computing

Hate Speech Detector

Multi-platform hate speech detector model using DistilBERT and AI

Phishing Website Detection

Phishing Website Detection using K-Nearest Neighbours and Machine Learning

Real-time Fire Detection

Fire detection system using CNN and Live Video Feed

I-Manager

Football team management app for players, matches, and performance analytics.

Panda

Modern dating app with smart matching algorithms and real-time chat.

Fake News Detection

NLP system to detect and classify fake news using ML pipelines.

Sentiment Analysis

Text sentiment analysis with emotion detection for social/media content.

Titanic Survival Prediction

Binary classification on Titanic dataset with feature engineering.

Handwritten Digit Recognition

CNN on MNIST with 98%+ accuracy; TFLite for mobile deployment.

Movie Review Sentiment Analysis

Movie review classifier using TF‑IDF and Naive Bayes with Flask UI.

House Price Prediction

Linear regression on Boston Housing with Streamlit dashboard.

Serverless Contact Form

AWS Lambda + API Gateway + DynamoDB + SES for contact form.

Image Upload & Compression

Image upload to S3 with automatic compression via AWS Lambda.

Services.

About.

AI/ML-focused software engineer specializing in designing and deploying intelligent systems (LLMs, semantic search, vector databases) with cloud-native MLOps. Proven ability to build scalable, privacy-preserving solutions for web, mobile, and enterprise applications.