Education
Degree | Institute | Duration | CGPA | Key Focus |
---|---|---|---|---|
M.Tech, CSE | Mar Athanasius College of Engineering, Kerala | Sept 2024—Sept 2026 | 8.29/10 | AI/ML, Advanced DBMS, Networks |
B.Tech, CSE | APJ Abdul Kalam Technological University, Kerala | Aug 2018—Aug 2022 | 7.43/10 | Data Science, Cryptography, OOP |
Experience
Research Intern
NIT-Trichy, June–Aug 2025
- EEG signal classification for depression detection with CNN & LSTM.
- Enhanced classification accuracy and model robustness for real-world EEG datasets.
Apprentice Network Engineer
AT&T Communications, Nov 2022–Nov 2023
- Managed enterprise network devices over SSH/Unix.
- Automated logging/configuration with shell & Python scripts.
- Supported L3/L2 segmentation: BGP, OSPF, VLAN.
Key Projects
Adaptive Handover Optimization in Open RAN
TensorFlow, LSTM, Edge
- ML-driven handover for 5G; deployed at edge with 87% model compression.
Bayesian Deep Learning with EM-TDAMP
TensorFlow, Uncertainty, TFLite
- Quantized MLP for edge telecom safety (92.77% accuracy, 50% storage cut).
Student Performance Prediction
scikit-learn, SVM, K-Means
- Dropout prediction for 10,000 students (98.69% accuracy), using K-Means, SVM, SMOTE.
CCTV Deployment Optimization
Python, PyQt5, ILP
- ILP-based urban camera placement tool with 28.6% cost reduction.
- Facial Recognition Attendance System: Computer vision, OpenCV.
- IoT Smart Agriculture App: Realtime farm data, Python, Android/IoT.
- Cybersecurity Threat Detection: Random Forest, SVM on NSL-KDD & CICIDS-2017.
- Particle Swarm Optimization Enhanced: Chaotic noise for fast convergence.
Technical Skills
Programming
Python
Java
C
SQL
Shell Scripting
AI/ML
CNN
RNN
LSTM
scikit-learn
TensorFlow
PyTorch
TFLite
SMOTE
Random Forest
K-Means
Uncertainty Estimation
Bayesian Learning
Networking
BGP
OSPF
VLAN
Network Automation
Edge AI
Linux
Docker
Other Tools
PyQt5
OpenCV
Git
ILP
Cybersecurity
Data Analysis
OOP
DBMS
🚀 Building the future where AI meets Networks.
- 🤖 AI for Good: I design intelligent systems that empower people, enhance well-being, and solve real-world challenges.
- 🌐 Network Innovation: From 5G edge to cloud, I bridge research and deployment for resilient, scalable connectivity.
- 🧠 Curiosity-Driven: I thrive on learning, experimenting, and collaborating across disciplines—always pushing boundaries.
- 🌱 Ethics & Impact: Committed to responsible AI, open science, and mentoring the next generation of engineers.
Let’s create technology that matters—together.
🤝 Connect with Paul
Interested in collaborating, discussing research, or just want to say hello? I’m always open to new opportunities, technical discussions, and networking with fellow professionals and researchers in AI, ML, and networking.
- Available for research collaborations, consulting, and speaking engagements.
- Happy to mentor students and early-career engineers in AI/ML and networking.
- Let’s connect to build innovative, ethical, and scalable tech solutions together!
🌏 Based in Kerala, India — Open to remote and global opportunities.