- 🎓 B.E. in Artificial Intelligence & Machine Learning at New Horizon College of Engineering, Bengaluru
- 💻 Interested in Software Engineering, Machine Learning, and AI Systems
- 🌱 Currently learning Data Structures & Algorithms, Full Stack Development, and Machine Learning
- 🚀 Seeking Software Engineering and Machine Learning Internship opportunities
- 📫 Reach me at: premsai12207@gmail.com
🤖 Team Member — Hybrid AI Customer Support System | 2026
PythonStreamlitSentence TransformersFAISSFLAN-T5
- Developed an intelligent customer support platform using semantic search and generative AI techniques to handle customer queries accurately
- Implemented Sentence Transformer models to convert user queries into vector embeddings for semantic understanding and intent detection
- Integrated FAISS similarity search to retrieve the most relevant responses from a predefined knowledge base with improved response accuracy
- Utilized the FLAN-T5 transformer model to generate context-aware responses for unseen customer queries dynamically
- Designed and deployed an interactive Streamlit dashboard for real-time customer query handling across multiple support categories
🧩 Independent Developer — Smart Code Complexity Analyzer | 2026
JavaJava SwingOOPFile Handling
- Developed a desktop application to perform static analysis of Java source code through an interactive Java Swing GUI
- Implemented complexity estimation supporting O(1), O(log n), O(n), O(n²), O(n³), and O(n log n) patterns using heuristic-based analysis
- Built features to detect classes, methods, loops, nested loops, recursive methods, and compute Cyclomatic Complexity metrics
- Designed a code quality scoring system with optimization suggestions to improve software maintainability
- Integrated report export functionality and developed a modern dark-themed user interface using Java Swing
| Project | Stack | Highlights |
|---|---|---|
| Hybrid AI Customer Support System | Python · Streamlit · Sentence Transformers · FAISS · FLAN-T5 | Semantic search over a knowledge base via vector embeddings · FAISS-powered similarity retrieval · FLAN-T5 generates context-aware responses for unseen queries · Real-time Streamlit dashboard |
| Smart Code Complexity Analyzer | Java · Java Swing · OOP · File Handling | Static analysis engine detecting classes, methods, loops & recursion · Cyclomatic Complexity scoring across multiple complexity classes · Dark-themed UI with report export |
| Achievement | Details | |
|---|---|---|
| 🐍 | NPTEL Python for Data Science | Elite certification — IIT Madras (2025) |
| 🔧 | Git Training | Score: 73.33% — IIT Bombay Spoken Tutorial (2025) |
| 🤖 | GenAI Powered Data Analytics Job Simulation | Forage (2026) |
| 🌱 | Tata ESG Job Simulation | Forage (2026) |
| Degree | Institution | Year | Score |
|---|---|---|---|
| B.E. Artificial Intelligence & Machine Learning | New Horizon College of Engineering, Bengaluru | 2024 – 2028 | CGPA: 8.5 / 10 |