Hello!
- It's Sifat, an Industrial AI researcher

Industrial AI researcher for smarter machines.
I am a Computer Science graduate and Research Assistant working at the intersection of Industrial Artificial Intelligence and Smart Manufacturing. My research focuses on fault diagnosis, predictive maintenance, PHM, neuromorphic computing, and battery prognostics.
Daffodil International University · Dhaka, Bangladesh
CGPA 3.72/4.00. Undergraduate thesis on GAN-based data augmentation for bearing fault diagnosis under limited training samples.
Mälardalen University · Västerås, Sweden
Studied Industrial Systems in Cloud Computing, Software Engineering for Artificial Intelligence, Machine Learning Concepts, and Swedish for Foreign Students.
Kabir Research Group · Daffodil International University · Dhaka, Bangladesh
Working on Smart Manufacturing, Predictive Maintenance, Fault Diagnosis, and Industrial Artificial Intelligence. Building machine learning and data-driven solutions for industrial monitoring, diagnostics, and decision-making under Dr. Md. Alamgir Kabir.
Published research
Generative Data Augmentation for Improving State Estimation and Prognostics in Lithium-Ion Batteries: Advances, Challenges, and Future Directions
Md. Sulyman Islam Sifat, Ummy Sawda, Md. Alamgir Kabir, Mobyen Uddin Ahmed, M. S. Hossain Lipu, and M. M. Manjurul Islam
Journal of Energy Storage, Volume 153, Article 121006GAN-Based Data Augmentation for Fault Diagnosis and Prognosis of Rolling Bearings: A Literature Review
Md. Sulyman Islam Sifat, Md. Alamgir Kabir, M. M. Manjurul Islam, Atiq Ur Rehman, and Amine Bermak
IEEE Access, Volume 13, Pages 148083-148103Certificates and academic recognition.
Professional certifications and awards supporting research in machine learning and industrial intelligence.
Prompt Engineering Specialization
Specialization focused on prompt design and applied AI workflows.
Machine learning practice covering supervised learning, model evaluation, and applied workflows.
Academic Excellence Award
Ranked 18th among 156 graduating CSE students in the department.
Erasmus+ Global Mobility Scholarship
Fully funded semester exchange at Mälardalen University, Sweden.