About
Contact
I am currently working as a Lecturer in the Department of Computer Science and Engineering at
Uttara University.
I completed my Bachelor of Science (BSc) in Computer Science and Engineering from
Chittagong University of Engineering and Technology (CUET) in 2024.
My research interests are rooted at the intersection of Natural Language Processing (NLP), Large Language Models (LLMs), Multimodal & Multilingual NLP, Machine Learning (ML) and Deep Learning (DL). I am also passionate about addressing the challenges of building Trustworthy AI and exploring responsible AI applications in healthcare to ensure safe, ethical, and effective systems. The internal architecture of LLMs, particularly attention mechanisms fascinates me and I am dedicated to optimizing these systems for meaningful real-world impact.
Beyond academia, I enjoy traveling while listening to music and consider myself a movie buff—always eager to discover new destinations or immerse myself in great films. I believe that exploring new places and stories not only enriches my personal life but also inspires creativity and fresh perspectives in my research.
But ultimately, my research is driven by a simple purpose:
My research interests are rooted at the intersection of Natural Language Processing (NLP), Large Language Models (LLMs), Multimodal & Multilingual NLP, Machine Learning (ML) and Deep Learning (DL). I am also passionate about addressing the challenges of building Trustworthy AI and exploring responsible AI applications in healthcare to ensure safe, ethical, and effective systems. The internal architecture of LLMs, particularly attention mechanisms fascinates me and I am dedicated to optimizing these systems for meaningful real-world impact.
Beyond academia, I enjoy traveling while listening to music and consider myself a movie buff—always eager to discover new destinations or immerse myself in great films. I believe that exploring new places and stories not only enriches my personal life but also inspires creativity and fresh perspectives in my research.
But ultimately, my research is driven by a simple purpose:
"To help people."
Interests
Natural Language Processing (NLP)
Large Language Models (LLMs)
Multimodal AI
Multilingual NLP
Machine Learning & Deep Learning
Trustworthy AI
AI in Healthcare
Attention Mechanisms
Recent News
June 27, 2025
Two Paper Accepted and Presented at ITSS-IoE2025 2025, Springer
- MedFastReason: LoRA-Adapted LLMs with Chain-of-Thought for Disease Detection, Diagnostic and Treatment Reasoning
- Parameter Efficient Fine-Tuned Vision LLMs for Syntax Aware Mathematical Equation Image to LaTeX Conversion
June 27, 2025
Paper Published at SlavicNLP 2025: Detecting Persuasion Techniques
- Paper on persuasion technique detection in Slavic languages accepted at the SlavicNLP 2025 workshop.
- Proposed and evaluated a weighted soft voting ensemble approach for robust classification in four languages: Polish, Russian, Slovenian, and Bulgarian.
June 1, 2025
Two Paper Accepted at IEEE QPAIN 2025 Conference
- Identification of Potential Biomarkers in Acute Myeloid Leukemia Using Integrated Bioinformatics and Two-step ML-based Feature Selection Approaches
- Identification of Potential Genomic Biomarkers in Pancreatic Cancer, Colon Cancer, and Ulcerative Colitis Using Integrated Machine Learning and Bioinformatics Approaches
May 14, 2025
Secured 2nd Position in SlavicNLP 2025 Shared Task
- Developed a weighted soft voting ensemble of transformer models for classification.
- Implemented a weight optimization technique to maximize overall F1 score.
April 25, 2025
Published Two Papers at AmericasNLP 2025, Albuquerque, New Mexico
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Paper 1: Leveraged large language models for machine translation between Spanish and 13 Indigenous languages, addressing low-resource challenges with advanced multilingual models and tailored preprocessing.
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Paper 2: Developed an LLM-based system for sentence transformation in Indigenous languages (Bribri, Guarani, Maya), utilizing fine-tuning and prompt engineering to create educational tools.
March 20, 2025
AmericasNLP 2025: Top Ranks in Shared Tasks
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3rd place in Shared Task 1: Machine Translation for Indigenous languages, using advanced multilingual models and tailored preprocessing to address low-resource challenges.
(Spanish ↔ Indigenous languages, including Awajun and Quechua) -
2nd place in Shared Task 2: Sentence Transformation for Indigenous languages, developing LLM-based systems to transform sentences according to diverse grammatical instructions.
(Tasks included tense, aspect, and voice changes in Bribri, Guarani, and Maya)
January 1, 2024
Joined Uttara University as Lecturer
- Appointed as a Lecturer in the Department of Computer Science and Engineering.
- Started teaching and contributing to academic and research activities at Uttara University.
December 9, 2024
Completed IELTS with Overall Band Score 7
- Section scores: Reading 7.5, Listening 7.0, Writing 6.5, Speaking 7.0
- Overall band score: 7.0
