Tashreef Muhammad

About Me

I am a Computer Science graduate with a strong interest in machine learning, natural language processing, and time-series forecasting. My academic journey has shaped a deep motivation to contribute meaningfully to cutting-edge research and real-world applications in these domains.

I enjoy working across conventional boundaries, exploring emerging technologies, and turning ideas into impactful solutions. I am currently seeking opportunities for advanced study and research collaboration, particularly in areas aligning with my interests.

I aim to pursue graduate and doctoral studies to deepen my understanding and contribute to the academic community through original research, cross-disciplinary collaboration, and innovative thinking.

I am always open to meaningful research collaborations and academic partnerships. If you have an idea or opportunity in mind, let’s connect and create something impactful together.

Skills

C C++ Java Python
LaTeX Google Sheets MATLAB Jupyter Notebook VS Code
Machine Learning Computer Vision Natural Language Processing Time Series Analysis Stock Market Analysis Meta-heuristics

Research Profiles

Google Scholar Scopus ORCiD Semantic Scholar ResearchGate IEEE Xplore ACM DL Web of Science

Problem Solving Profiles

Codeforces LeetCode AtCoder CodeChef HackerRank

Education

Experience Timeline

Position Department Organization Location Start Date End Date
Intern Information and Technology (IT) Akij Assets Limited Dhaka, Bangladesh December 2021 February 2022
Adjunct Faculty Computer Science and Engineering Ahsanullah University of Science and Technology Dhaka, Bangladesh February 2022 September 2022
Assistant Moderator Southeast Computer Club Southeast University Dhaka, Bangladesh January 2025 December 2025
Lecturer and Coordinator Computer Science and Engineering Southeast University Dhaka, Bangladesh October 2022 Present

Research Profile

I have been actively involved in a wide range of research activities focused on Machine Learning, Computer Vision, Natural Language Processing, and their applications in healthcare and language computing. I collaborate on interdisciplinary projects and am always open to engaging in new research ventures.

Journal Articles

  1. Transformer-Based Deep Learning Model for Stock Price Prediction: A Case Study on Bangladesh Stock Market
    International Journal of Computational Intelligence and Applications, 2023
    Authors: Tashreef Muhammad, Anika Bintee Aftab, Muhammad Ibrahim, Md. Mainul Ahsan, Maishameem Meherin Muhu, Shahidul Islam Khan, Mohammad Shafiul Alam
    DOI: 10.1142/s146902682350013x Preprint

Conference Papers

  1. A Data-Centric Method to Identify Lung Cancer Using a Variety of Machine Learning Approaches
    2025 International Conference on Electrical, Computer and Communication Engineering (ECCE), 2025
    Authors: Istiack Amin, Al-Amain, Tashreef Muhammad, Khandaker Mohammad Mohi Uddin
    DOI: 10.1109/ecce64574.2025.11013866
  2. Explainable AI-Enhanced Deep Learning for Pumpkin Leaf Disease Detection: A Comparative Analysis of CNN Architectures
    2024 27th International Conference on Computer and Information Technology (ICCIT), 2024
    Authors: Md. Arafat Alam Khandaker, Ziyan Shirin Raha, Shifat Islam, Tashreef Muhammad
    DOI: 10.1109/iccit64611.2024.11021957 Preprint
  3. An Exploratory Approach Towards Investigating and Explaining Vision Transformer and Transfer Learning for Brain Disease Detection
    2024 27th International Conference on Computer and Information Technology (ICCIT), 2024
    Authors: Shuvashis Sarker, Shamim Rahim Refat, Faika Fairuj Preotee, Shifat Islam, Tashreef Muhammad, Mohammad Ashraful Hoque
    DOI: 10.1109/iccit64611.2024.11022039 Preprint
  4. An Approach Towards Identifying Bangladeshi Leaf Diseases through Transfer Learning and XAI
    2024 27th International Conference on Computer and Information Technology (ICCIT), 2024
    Authors: Faika Fairuj Preotee, Shuvashis Sarker, Shamim Rahim Refat, Tashreef Muhammad, Shifat Islam
    DOI: 10.1109/iccit64611.2024.11022335 Preprint
  5. Bridging Dialects: Translating Standard Bangla to Regional Variants Using Neural Models
    2024 27th International Conference on Computer and Information Technology (ICCIT), 2024
    Authors: Md. Arafat Alam Khandaker, Ziyan Shirin Raha, Bidyarthi Paul, Tashreef Muhammad
    DOI: 10.1109/iccit64611.2024.11022371 Preprint
  6. Deep Learning-based Multi-Class Brain Abnormality Diagnosis on Bangladeshi MRI Images
    2024 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON), 2024
    Authors: Md Rakibul Hasan, Nusrat Jahan, Shifat Islam, Tashreef Muhammad
    DOI: 10.1109/becithcon64160.2024.10962710
  7. Improving Bangla Regional Dialect Detection Using BERT, LLMs, and XAI
    2024 IEEE International Conference on Computing, Applications and Systems (COMPAS), 2024
    Authors: Bidyarthi Paul, Faika Fairuj Preotee, Shuvashis Sarker, Tashreef Muhammad
    DOI: 10.1109/compas60761.2024.10796843
  8. Modified Bat Algorithm with Hybridization of Gaussian Probability and Doppler Effect
    2019 International Conference on Sustainable Technologies for Industry 4.0 (STI), 2019
    Authors: Tahsin Aziz, Md. Rashedul Karim Chowdhury, Tashreef Muhammad, Nazmus Sakib
    DOI: 10.1109/sti47673.2019.9068014

Book Chapters

  1. Enhancing Bengali Sentiment Analysis: An Insightful Study of Bengali and English VADER
    Lecture Notes in Networks and Systems, 2025
    Authors: Faizul Ahmed Robin, Al-Amain, Tashreef Muhammad, Rajon Bardhan
    DOI: 10.1007/978-981-96-2721-9_28
  2. Can Transformer Models Effectively Detect Software Aspects in StackOverflow Discussion?
    Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 2023
    s Authors: Nibir Chandra Mandal, Tashreef Muhammad, G. M. Shahariar
    DOI: 10.1007/978-3-031-34622-4_18 Preprint

Conference Proceedings

  1. Advanced CNN and Explainable AI Based Architecture for Interpretable Brain MRI Analysis
    Proceedings of the 3rd International Conference on Computing Advancements , 2024
    Authors: Shuvashis Sarker Shuvo, Shamim Rahim Refat, Faika Fairuj Preotee, Tashreef Muhammad
    DOI: 10.1145/3723178.3723220

Preprints

  1. BIDWESH: A Bangla Regional Based Hate Speech Detection Dataset
    arXiv, 2025
    Authors: Azizul Hakim Fayaz, MD. Shorif Uddin, Rayhan Uddin Bhuiyan, Zakia Sultana, Md. Samiul Islam, Bidyarthi Paul, Tashreef Muhammad, Shahriar Manzoor
    DOI: 10.48550/arXiv.2507.16183
  2. VR-FuseNet: A Fusion of Heterogeneous Fundus Data and Explainable Deep Network for Diabetic Retinopathy Classification
    arXiv, 2025
    Authors: Shamim Rahim Refat, Ziyan Shirin Raha, Shuvashis Sarker, Faika Fairuj Preotee, MD. Musfikur Rahman, Tashreef Muhammad, Mohammad Shafiul Alam
    DOI: 10.48550/arXiv.2504.21464
  3. ANCHOLIK-NER: A Benchmark Dataset for Bangla Regional Named Entity Recognition
    arXiv, 2025
    Authors: Bidyarthi Paul, Faika Fairuj Preotee, Shuvashis Sarker, Shamim Rahim Refat, Shifat Islam, Tashreef Muhammad, Mohammad Ashraful Hoque, Shahriar Manzoor
    DOI: 10.48550/arXiv.2502.11198
  4. Vashantor: A Large-scale Multilingual Benchmark Dataset for Automated Translation of Bangla Regional Dialects to Bangla Language
    arXiv, 2023
    Authors: Fatema Tuj Johora Faria, Mukaffi Bin Moin, Ahmed Al Wase, Mehidi Ahmmed, Md. Rabius Sani, Tashreef Muhammad
    DOI: 10.48550/arXiv.2311.11142
  5. Utilizing Technical Data to Discover Similar Companies in Dhaka Stock Exchange
    arXiv, 2023
    Authors: Tashreef Muhammad, Tahsin Aziz, Mohammad Shafiul Alam
    DOI: 10.48550/arXiv.2301.04455
  6. Frequency Distribution of Prime Numbers between an Integer and its Square: A Case Study
    arXiv, 2022
    Authors: Tashreef Muhammad, G. M. Shahariar, Tahsin Aziz, Mohammad Shafiul Alam
    DOI: 10.48550/arXiv.2209.12494
  7. An Approach of Adjusting the Switch Probability based on Dimension Size: A Case Study for Performance Improvement of the Flower Pollination Algorithm
    arXiv, 2022
    Authors: Tahsin Aziz, Tashreef Muhammad, Md. Rashedul Karim Chowdhury, Mohammad Shafiul Alam
    DOI: 10.48550/arXiv.2208.09699

Datasets

  1. BIDWESH: A Bangla Regional Based Hate Speech Detection Dataset
    Mendeley Data, 2025
    Contributors: Azizul Hakim Fayaz, MD. Shorif Uddin, Rayhan Uddin Bhuiyan, Zakia Sultana, Md. Samiul Islam, Bidyarthi Paul, Tashreef Muhammad, Shahriar Manzoor
    DOI: 10.17632/bpkrvf882k
  2. ANCHOLIK-NER: A Benchmark Dataset for Bangla Regional Named Entity Recognition
    Mendeley Data, 2025
    Contributors: Bidyarthi Paul, Faika Fairuj Preotee, Shuvashis Sarker, Shamim Rahim Refat, Shifat Islam, Tashreef Muhammad, Mohammad Ashraful Hoque, Shahriar Manzoor
    DOI: 10.17632/gbkszkt8z3
  3. Vashantor: A Large-scale Multilingual Benchmark Dataset for Automated Translation of Bangla Regional Dialects to Bangla Language
    Mendeley Data, 2024
    Contributors: Fatema Tuj Johora Faria, Mukaffi Bin Moin, Ahmed Al Wase, Md. Rabius Sani, Mehidi Ahmmed, Tashreef Muhammad
    DOI: 10.17632/bj5jgk878b
  4. Dhaka Stock Exchange Historical Data
    Mendeley Data, 2024
    Contributors: Tashreef Muhammad, Rakibul Islam, Mohammad Shafiul Alam
    DOI: 10.17632/23553sm4tn

Achievements