Md. Saiful Bari Siddiqui

~ Academic Researcher, Educator, Machine Learning Enthusiast. ~

Exploring the frontiers of Deep Learning, Signal Processing, and their applications in solving complex real-world problems.

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Senior Lecturer at BRAC University

School of Data and Sciences, CSE Dept.

Co-Founder & Researcher, BIOML Lab

About Me

I am a Senior Lecturer at the School of Data and Sciences at BRAC University and an active Researcher in Machine Learning. My work lies at the intersection of Deep Learning, Signal Processing, and Computer Vision, with a primary focus on ML-based solutions for Healthcare and Diagnostics.

My personality type is ENTP-A, and I have a multidisciplinary academic background (EE, CS). This is probably why I am naturally drawn to exploring novel ideas and the connections between diverse fields. As such, I have quite a wide range of research interests, spanning from Multi-Modal Machine Learning & Deep Learning Architectures, to their applications in Biomedical Imaging, Bioinformatics and even Computational Social Science. My current research revolves around developing deep-learning frameworks that efficiently learn from multiple signal representations simultaneously, leveraging multi-modal fusion based architectures. At BRAC University, I teach basic courses like Circuits & Electronics and also advanced courses like Image Processing, which aligns closely with my own research.

You can explore the different pages on this site to find my detailed research summary, a full list of publications, achievements and my complete teaching portfolio.

Education

Master of Science (MS) in Computer Science and Engineering
2022 - 2024

BRAC University

Specialization: Artificial Intelligence

Thesis: Generalization in Deep Learning

Key Courses:

Data Science Graph Theory Advanced Artificial Intelligence Symbolic ML-I
Master of Science (MS) in Electrical and Electronic Engineering
2021 - 2026

Bangladesh University of Engineering & Technology (BUET)

Major: Communication & Signal Processing

Thesis: Biomedical Imaging & Multimodal Deep Learning

Key Courses:

Machine Learning & Pattern Recognition Deep Learning Genomic Signal Processing
Bachelor of Science (BS) in Electrical and Electronic Engineering
2016 - 2021

Bangladesh University of Engineering & Technology (BUET)

Major: Communication & Signal Processing

Thesis: Biomedical Signal Processing & ML

Key Courses:

Computer Programming Digital Signal Processing I Digital Image Processing

Research Interests

  • Multi-Modal Machine Learning
  • Deep Learning Architectures
  • Signal & Image Processing
  • Audio and Speech Processing
  • Federated Learning
  • Computer Vision and Medical Imaging
  • Bioinformatics
  • AI in Healthcare
  • Computational Social Science
  • Explainable AI

News & Updates

Paper Accepted at SCA/HPCAsia 2026

Our paper on Antimicrobial Resistance Prediction from Genomic data (SNPs) has been accepted at SCA/HPCAsia 2026, Osaka, Japan.

October 2025
Promoted to Senior Lecturer

Promoted to the position of Senior Lecturer in the Department of CSE at BRAC University.

July 2025
Attended CompBio Asia 2025 Workshop

Attended the 2-week cross-disciplinary training in Computational Biology at Kasetsart University, Bangkok. Organized by the University of Arizona and University of Montana.

June 2025
Paper Accepted at IEEE BigData 2024

Our paper titled "Divide2Conquer (D2C): A Decentralized Approach Towards Overfitting Remediation in Deep Learning" has been accepted at IEEE BigData 2024, Washington, DC.

October 2024
Awarded UIU Research Grant by IAR

Received a research grant as a Co-Principal Investigator for our work on Overfitting remediation in Deep Learning from Institute for Advanced Research (IAR).

July 2023

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Get in Touch

Find me on academic and professional networks, or reach out via email.

saiful.bari@bracu.ac.bd

North Badda, Dhaka-1212, Bangladesh

+880-1758805835