Projects

🍽 DineXp Platform (Contributor)
Contributed to a production platform focused on restaurant discovery, content creation, and digital growth. The system connects users, creators, and businesses through authentic recommendations and intelligent content workflows.
🤖 AI-Powered Capabilities
- AI-assisted content generation for restaurant marketing
- Smart recommendation flows based on user behaviour
- Automated content structuring and publishing workflows
- Enhanced user engagement through intelligent suggestions
🚀 Platform Capabilities
- Restaurant discovery driven by real user recommendations
- Content ecosystem connecting creators and businesses
- Multi-channel content distribution and engagement
- Business-facing tools for visibility and growth
🏗 System Thinking
User Platform → API Layer → Content Engine → AI-Assisted Processing → Analytics
Built as a scalable system handling user-generated content, discovery, and AI-enhanced workflows for improved engagement and business outcomes.
⚡ Contribution Focus
- Worked on production-level features within a live platform
- Improved user experience and system interactions
- Contributed in a collaborative product environment
🚨 Fraud Monitoring & Risk Analytics System
Banking-style transaction monitoring system that detects fraudulent activity using a rule-based risk engine, real-time alerts, and account-level risk aggregation.
Fraud Detection Engine
- Rule-based fraud detection system
- Large transaction threshold monitoring
- Velocity-based fraud detection
- Location anomaly detection
- Weighted risk scoring model
Architecture
API → Service Layer → Rule Engine → Database → Dashboard
Designed to simulate real-world banking systems with modular rule evaluation, clean separation of concerns, and scalable backend logic.
Analytics & Monitoring
- Real-time fraud alert generation
- Account-level risk aggregation
- Interactive dashboard with charts
- Risk classification (Low / Medium / High)
🛡 Spring Boot JWT Authentication Service
Production-style authentication and authorization API built using Spring Boot and Spring Security with stateless JWT authentication.
Security Features
- Stateless JWT authentication
- Role-based access control
- BCrypt password hashing
- Custom security filter chain
Architecture
Controller → Service → Repository → Database
Patterns
- Dependency Injection
- Strategy Pattern
- Template Method
- Repository Pattern
💰 Money Tracker (MERN Stack)
Full-stack finance tracker that allows users to manage income and expenses with real-time updates and persistent storage.
Features
- Add income and expenses
- Live balance calculation
- Transaction history tracking
- Polling-based real-time updates
Data Flow
React → Express API → MongoDB
Frontend communicates with backend APIs to store and retrieve financial transactions, ensuring persistent and consistent state.
Concepts
- React Hooks & state management
- REST API integration
- Async data fetching
- Full-stack MERN architecture
👨💼 Employee Management System
Full-stack CRUD system for managing employee records using Spring Boot and React with RESTful API integration.
Features
- Create, update, delete employees
- REST API integration
- DTO mapping and validation
- Structured backend layers
Architecture
React → Controller → Service → Repository → Database
🧠 Machine Learning & Reinforcement Learning
AI projects covering image classification using neural networks and reinforcement learning using Q-learning in grid-based environments.
Deep Learning
- CIFAR-10 image classification
- MLP, CNN, ResNet architectures
- Model training & evaluation
Reinforcement Learning
- Q-learning implementation
- Four-room environment navigation
- Sequential task optimisation
