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Hello, this is Saad,

I am a Lecturer in the Department of CSE at Bangladesh Army University of Science and Technology (BAUST), Saidpur. I completed my B.Sc. in CSE with a CGPA of 3.96 out of 4.00 (1st position) and am currently pursuing my M.Sc. at RUET. I combine a formal academic career, course design, and student mentorship with an active publication record in machine learning, lightweight deep learning, computer vision, and explainable AI (XAI). My current research focuses on video data analytics and multimodal architectures, and I am seeking a Ph.D. or research-focused M.Sc. opportunity.

Core Research Focus:

  • Computer Vision
  • Deep Learning
  • Explainable AI
  • Multimodal Architectures

Experience

Lecturer

July 2024 – Present

Dept. of CSE, Bangladesh Army University of Science and Technology (BAUST) · On Site — Nilphamari

  • Taught Courses: Digital Logic Design, Computer Graphics, and sessional (laboratory) courses on Digital Image Processing, Operating Systems, Artificial Intelligence, Data Structures and Algorithms I, Numerical Methods, Database Management Systems, and Introduction to Computer Systems, to 400+ students.
  • Co-supervised 6 undergraduate thesis groups, guiding them through research, experimentation, and publication.
  • Organized workshops and academic events on programming and robotics for students.

Education

M.Sc. Engineering in Computer Science and Engineering (CSE)

March 2025 – Present

Rajshahi University of Engineering & Technology (RUET), Rajshahi.

Ongoing

B.Sc. Engineering in Computer Science and Engineering (CSE)

July 2020 – July 2024

Bangladesh Army University of Science and Technology (BAUST), Saidpur.

CGPA: 3.96 / 4.00 (Ranked 1st)

Higher Secondary Certificate (HSC)

2016 – 2019

Bangladesh Agricultural University College (K.B. College).

GPA: 4.25 / 5.00

Secondary School Certificate (SSC)

2010 – 2016

Bangladesh Agricultural University High School (K.B. High School).

GPA: 5.00 / 5.00

Research Publications

Journal Articles

Conference Papers

Research Projects

[1] 2025–2026

AI-Powered Automated Exam Evaluation and OBE-Based University Assessment System

Role: Contributor · Funded by Bangladesh Accreditation Council (BAC)

Ongoing

Thesis

[1] 2026–Present

Confound-Robust Multimodal Representation Learning for Dose-Resolved Aquatic Stressor Identification from Fish Behavior and Water Chemistry

An automated stress monitoring system that will help the production of fish in Bangladesh.

[2] 2023–2024

Bangla Sign Language Recognition: Dataset Innovation and Methodologies

Thesis on classification of sign language for Bangla Sign Language (BdSL). The goal is to provide a brand new dataset and a comparative analysis of various deep learning methods including ensemble techniques.

Research Activities

Review Experience

  • Reviewer, 2025 IEEE International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN).
  • Reviewer, International Conference on Computing Advancements (ICCA) 2026, ACM.

Undergraduate Thesis Co-Supervisions

Ongoing

[1]

BTNAT – A Hybrid Attention-Based Deep Learning Model for Bangladeshi Tree Identification from Bark Characteristics

October 2024 – Ongoing

[2]

Image Caption Generation for Bengali Food Images Using a Multimodal Approach

February 2025 – Ongoing

[3]

Temporal Pattern Analysis of Trending Social Media Blog Posts Using Multimodal Approaches

February 2025 – Ongoing

Completed

  • M. N. Hossain, D. Karmakar, P. Nandi, M. Osama, and M. K. Syfullah, “A deep learning approach for multiclass domain-specific question classification in computer science for Bangla language,” in Proc. 2025 Int. Conf. Electr., Comput. Commun. Eng. (ECCE), Chattogram, Bangladesh, Feb. 2025. (Accepted and Presented)
  • M. A. Kadir, B. Nassar, S. M. J. Alam, S. Ahmed, and M. K. Syfullah, “Car price prediction: A comparative study of machine learning and deep learning approaches,” in Proc. 2025 Int. Conf. Electr., Comput. Commun. Eng. (ECCE), Chattogram, Bangladesh, Feb. 2025. (Accepted and Presented)

Teaching

Code Course Title Semesters Taught
CSE 2101 Digital Logic Design Summer 2024, Winter 2025, Summer 2025, Winter 2026, Summer 2026
CSE 4103 Computer Graphics Winter 2025
CSE 2102 Digital Logic Design Sessional Summer 2024, Winter 2025, Summer 2025, Winter 2026, Summer 2026
CSE 4246 Digital Image Processing Sessional Summer 2024, Winter 2025, Summer 2025, Winter 2026, Summer 2026
CSE 4104 Computer Graphics Sessional Summer 2024, Winter 2025
CSE 3104 Operating System Sessional Winter 2026
CSE 1100 Introduction to Computer System Sessional Summer 2024
CSE 1208 Numerical Methods Sessional Summer 2024, Winter 2025
CSE 2104 Data Structures and Algorithm I Sessional Summer 2024
CSE 3202 Artificial Intelligence Sessional Summer 2024
CSE 2206 Database Management Systems Sessional Winter 2025

Leadership & Co-curricular Activities

  • Advisor, BAUST Mechatronics and Robotics Club (2025–Present).
  • Executive Member (Creative Team), Career Society of BAUST (2021–2024).
  • General Member, Robotics Club BAUST (2021–2024).
  • Organized workshops on robotics and programming for students and the local community, training 100+ participants.
  • Judge, World Robot Olympiad (WRO), Regional Round, Bangladesh (2025).
  • Faculty Training Program, BAUST.
  • Sustainable Energy Challenge, Bikiron.

Projects

EcoFishLab

Developed and deployed the official website of the Laboratory of Fish Ecophysiology using WordPress, delivering a responsive interface to showcase environmental and aquaculture research.

Safeline Energy Tech

Built and maintained an online service-providing platform for Safeline Energy Tech Ltd. across the full software development life cycle, adapting to evolving client requirements.

Awards & Achievements

  • Awarded board scholarships in the Primary (PSC) and Junior (JSC) School Certificate examinations for ranking among top-performing students, awarded by the Board of Intermediate & Secondary Education, Dhaka, Bangladesh.

Contact Information