About Me

My journey as a passionate machine learning and research enthusiast has been fueled by my high academic performance and participation in extracurricular activities. I have already published numerous articles and consistently on the path to contributing a variety of scientific fields through perseverance and dedication. My research interests are focused on the most advanced areas of AI technology, including quantum annealing, computer vision, and natural language processing (NLP).Therefore, I am motivated to investigate innovative solutions and push the boundaries of AI technology as well as passionate to address complex issues and facilitate significant advancements in these thrilling fields as a result of my academic accomplishments and profound curiosity.

Contact Info

• Email: hmehrab786@gmail.com
• Google-Scholar:Link
• LinkedIn:Link

Technical Skills: Python, TensorFlow, PyTorch, HuggingFace, Transformers

Education

• B.Sc (Engg), CSE

  Sylhet Engineering College, Bangladesh (June 2024)

  CGPA: 3.89/4.00

Research Area

• Artificial Intelligence, Machine Learning, Deep Learning, NLP, Computer Vision

Publications

Live Papers

1. Optimizing Round Robin Scheduling with DBSCAN Clustering and Machine Learning. Md Mehrab Hossain; Nanziba Khan Biva; Nafiz Nahid; Ariful Islam Rifat; Ashraful Islam. 2024 IEEE International Conference on Signal Processing, Information, Communication and Systems (SPICSCON), 01-02 November 2024, Khulna, Bangladesh. IEEE. (pp. 1-6). Link

2. BDNEWS: Advance Bengali Sensitivity Corpus and Classifiers. Musammat Tania Sultana Hafsa; Taahia Tahsin; Md Mehrab Hossain; Ashraful Islam. 2024 IEEE International Conference on Signal Processing, Information, Communication and Systems (SPICSCON), 01-02 November 2024, Khulna, Bangladesh. IEEE. (pp. 1-6). Link

3. Critical Analysis of BERT and LSTM Model for Bengali Sentiment Analysis Across Varied Datasets. Hossain M, Akhi IAH, Raisa SRS, Onni TS, Rifat AI, Islam A.In 2023 IEEE 15th International Conference on Computational Intelligence and Communication Networks (CICN), Thailand 2023 Dec20. IEEE. (pp. 1-6). Link

4. Predicting the Risks of Brain Stroke Using Machine Learning Models and Artificial Neural Network. Nahid N, Hossain M, Rifat AI, Raisa MD, Islam A. In 2023 3rd Annual International Conference on Emerging Research Areas: International Conference on Intelligent Systems (AICERA/ICIS), India 2023 Nov 16 (pp. 1-7). IEEE. Link

5. Children Hematopoietic Stem Cell Transplant Survival Status Prediction using Machine Learning. Rifat AI, Hossain M, Nahid N, Akter S, Islam A. In 2023 3rd Annual International Conference on Emerging Research Areas: International Conference on Intelligent Systems (AICERA/ICIS), India 2023 Nov 16 (pp. 1-6). IEEE.
   Link

6. An Automatic System for Identifying and Categorizing Tribal Clothing Based on Convolutional Neural Networks. Islam A, Chowdhury T, Hossain M, Nahid N, Rifat AI. In 2022 4th International Conference on Emerging Research Electronics, Computer Science and Technology (ICERECT), India 2022 Dec 26. IEEE. Link

Accepted Paper & Waiting for Published

1. A Large-Scale Bengali Paraphrase Generation Dataset: Comprehensive Study of Language Models and Performance Analysis.
2. A Large Scale Dataset for Multilingual Summarization with a novel Filtering approach and Model evaluation.
3. Deep Learning Based Vehicle Classification in Autonomous Driving on Foggy and Rainy Weather.
4. Classification of Four Different Types of Cracks in Walls and Pavements Using CNN Architecture

Work Experience

Adjunct Lecturer

• Sylhet Engineering College, Bangladesh (September 2024 - Present)
• Instruct undergraduate courses, evaluate assessments, and provide academic consultations
• Assist with grading assignments, quizzes, and tests, as well as maintaining accurate records of students.
• Course Instructed:
• CSE-235: Numerical Methods
• CSE-236: Numerical Methods Sessional (Sessional)
• CSE-240: Introduction to Competitive programming with C++
• CSE-609: Cryptography and Network Security
• CSE-610: Cryptography and Network Security (Sessional)

Research Assistant

• Sylhet Engineering College, Bangladesh (September 2023 - Present)
• Work under the supervision of Head of CSE department Md Abu Naser Mojumder.
• Providing seminars and workshop for final year students concerning their academic thesis.

Research Assistant

• University of Regina, Canada (June 2023 - Present)
• Work under the supervision of PhD Fellow of Computer Science, Ashraful Islam Hridoy.
• Make machine learning algorithms and put them into practice

Projects

Bengali Paraphrase Generator(NLP Project)

• A fully functional LLM model trained on large scale own collected Bengali Dataset
• A google-mt5-base model trained and capable of generating high quality Bengali paraphrase Live Model

Multi Lingual Summary Generator (NLP Project)

• A fully functional LLM model trained on five different languages to generate comprehensive summary
• A google-mt5-large model trained on cross lingual data set like African, Azarbaijani and capable of generating high quality summaries. Live Model

Ultimate Tic-Tac-Toe(AI Project)

• A machine vs human playable Tic-Tac-Toy Game
• An Ai game by applying various state of the art ai algorithms Source Code

Digital Image Filter (DIP Project)

• A c++ application that apply filters on an image
• An application that implements median filtering algorithm on RAW images in different parameters to generates various results Source Code

POS-System (DBMS Project)

• A java application for record sales and transactions
• An java application that tracks sales of a shop using MySQL DataBase System Source Code

Technical Skills and Interests

1. Languages : C, C++(2000+ problem solved), Python, Java, JavaScript. Link
2. Developer Tools : Visual Studio Code, Jupyter Notebook, Code-blocks, Netbeans, IDE, Anaconda
3. Frameworks : TensorFlow, PyTorch, Scikit-learn, Hugging Face Transformers, NodeJs, ExpressJs
4. Cloud/Databases : MySQL, SQLite, MongoDB
5. Soft Skills : Web-Development,Competitive Problem Solving, Data Analysis
6. Areas of Interest : Machine learning(NLP, Computer vision), Quantum Annealing, Data Science
7. Others :Git, Windows, LaTeX

Positions of Responsibility

1. Secretary, SEC-CSE Research Club (June 2023 - December 2024)
2. Vice-President, SEC Programming Club (June 2023 - December 2024)