At Samsung R&D Institute Bangladesh, I developed and released a segmentation model that improved IoU by 8–14%, and I'm working on ultrasound image processing.
At REVE Systems, I contributed to Bangla speech and language systems, including government STT and TTS projects, and built a real-time voice bot backend. I also developed production AI systems for virtual try-on and microservice workflows, and co-authored peer-reviewed research in computer vision and machine learning.

