Final-year B.Tech Computer Science student at Parul University, Vadodara, Gujarat with a CGPA of 8.69.

I'm a detail-oriented developer and tester passionate about building reliable, scalable software systems. My core strengths lie in Python backend development, manual & API testing, and database-driven applications. I thrive at the intersection of quality engineering and software development.

• 🎓 B.Tech CSE @ Parul University (2022–2026) — CGPA: 8.69
• 🐍 Strong in Python — scripting, automation, ML pipelines
• 🧪 Hands-on in Manual Testing, API Validation, Bug Reporting
• 🌐 Full-stack capable: MERN Stack (MongoDB, Express, React, Node.js)
• 🤖 Built a Facial Expression Recognition System with ~90% accuracy
• 📍 Based in Gujarat, India — open to remote & hybrid roles
• 📬 Reach me: limbaramchandra2002@gmail.com

Python · OpenCV · TensorFlow · Keras · CNN

A real-time emotion detection system that classifies 7 emotions with ~90% accuracy.

• 🧠 Trained CNN on 10,000+ facial images
• 🧪 Validated through 20+ edge case tests for robustness
• 🐛 Debugged preprocessing pipeline and model performance issues

Node.js · Express.js · MongoDB · React · JWT

Scalable backend platform supporting 500+ user profiles and event records.

• 🔐 Implemented JWT-based authentication for secure access
• ✅ Manual API testing on 30+ endpoints using request-response validation
• 🐛 Identified, documented, and verified fixes for 15+ backend bugs

MERN Stack (MongoDB · Express · React · Node.js)

Full-stack gaming hub for 300+ users with authentication, profiles, and game stats.

• 🔧 Built backend APIs with CRUD across 5+ MongoDB collections
• 🧪 Tested frontend-backend integration for data consistency

✅ Data Structures & Algorithms      ✅ Operating Systems
✅ Computer Networks                 ✅ Software Engineering
✅ Database Management Systems       ✅ Object-Oriented Programming

🇬🇧 English · 🇮🇳 Hindi · 🇮🇳 Gujarati

Problem Solving · Attention to Detail · Analytical Thinking · Clear Documentation · Team Collaboration · Adaptability · Self-Learner