"Passionate about building scalable, real-world AI systems that integrate biosignals, embedded systems, and intelligent models."
- Brain-Computer Interface (BCI): Developed an EEG-driven robotic arm for assistive medical rehabilitation; integrated real-time biosignal processing with Arduino/ESP32 — published in IEEE.
- Quantum Computing: Designed a quantum-inspired encryption framework using Taylor series & Fourier transforms with secure encoding/decoding — published in IEEE.
- NLP & Genomics: Fine-tuned DNABERT & BioGPT using LoRA for DNA-to-text classification; achieved strong BLEU and ROUGE scores on biological sequences.
- Explainable AI: Built an end-to-end defect detection system using EfficientNet + LIME, with MatSciBERT and TinyLlama for engineering-level reasoning in metal casting.
- Medical Imaging: Developed a GAN-based MRI reconstruction framework with PCA for improved structural fidelity in incomplete MRI data.
| Category | Tools & Technologies |
|---|---|
| AI/ML & Explainability | PyTorch, Scikit-learn, EfficientNet, LIME, LoRA, Prompt Tuning |
| NLP & Bio-LLMs | BioGPT, DNABERT, LLaMA, TinyLlama, MatSciBERT |
| Signal Processing | EEG Signal Acquisition, Biosignal Processing, SciPy |
| Hardware & Embedded | Arduino, ESP32, Servo Motors, Sensor Integration |
| Languages | Python, Java, MATLAB, HTML, CSS |
| Libraries | NumPy, Pandas, Matplotlib, Scikit-learn, RDKit, SELFIES |
An EEG-driven Brain-Computer Interface to control a robotic arm for assistive neuro-rehabilitation, integrating real-time biosignal processing with embedded systems.
— Published in IEEE
A quantum-inspired encryption framework leveraging mathematical transforms for robust, secure encoding/decoding pipelines.
— Published in IEEE
Fine-tuned transformer models for biological sequence understanding using LoRA-based efficient adaptation.
End-to-end AI system using EfficientNet + LIME for defect localization, with MatSciBERT and TinyLlama for intelligent reasoning and engineering-level explanation generation.
GAN-based framework with PCA pipeline to reconstruct incomplete MRI data with improved structural fidelity.
📍 Based in Dharapuram, Tamil Nadu | 🎓 Amrita Vishwa Vidyapeetham