Pabna University of Science and Technology

Faculty Profile

Md. Niaz Imtiaz

B.Sc Engg. (CSE, BUET), M.Sc Engg. (CSE, PUST)

Assistant Professor

Department of Computer Science and Engineering

Pabna University of Science and Technology

Pabna, Bangladesh

Contact Information

+8801723263163 (Personal)

niaz.cse@pust.ac.bd (Office)

imtiaz.cse.buet@gmail.com (Personal)

Total Publications: 19

Total Publications (19)

19

Education (2)

  • Master of Science (M.Sc. Engg.) in Computer Science and Engineering from Pabna University of Science and Technology (PUST)
  • Bachelor of Science (B.Sc. Engg.) in Computer Science and Engineering from Bangladesh University of Engineering & Technology (BUET)

Teaching Experience (5)

  • Assistant Professor, Department of Computer Science and Engineering, Pabna University of Science and Technology (25 November, 2016 - Present)
  • Lecturer, Department of Computer Science and Engineering, Pabna University of Science and Technology (25 November, 2014 - 24 November, 2016)
  • Lecturer, Department of Computer Science and Telecommunication Engineering, Noakhali Science and Technology University (26 May, 2013 - 24 November, 2014)
  • Lecturer, Department of Computer Science and Engineering, Daffodil International University (18 May, 2013 - 25 May, 2013)
  • Lecturer, Department of Computer Science and Engineering, University of Information Technology and Sciences (02 May, 2012 - 28 January, 2013)

Administrative or Other Experience (1)

  • Assistant Director, Student Advisor Office, Pabna University of Science and Technology (October 2015- September 2018)

Research Interests (11)

  • Machine Learning
  • Natural Language Processing
  • Text Mining
  • Neural Networks
  • Deep Learning
  • Artificial Intelligence
  • Big Data
  • Data Mining
  • Human Computer Interaction
  • Wireless Sensor Networks
  • Computer Vision

Active Research Project (6)

  • Analyzing customer complaints using a Deep Recurrent Neural Network with Gated Recurrent Unit (GRU).
  • Suggesting solutions for the electronic difficulties analyzing reviews on troubleshooting: A study with Recurrent Neural Network with LSTM blocks.
  • Sentence level embedding with Locality Sensitive Hashing
  • Music and Video recommendation using RNN with Attention Model.
  • Activation of home appliances by detecting trigger words in Bengali speech.
  • MRI brain image classification with Convolution Neural Network: A study on Residual Networks.

Previous Research Project (21)

  • Smartphone attribute significance in determining public sentiment using online comments
  • Character Level Language Modeling using RNN
  • Machine Translation (Date format translation) with Attention Model (RNN)
  • FIFA player ranking using Named Entity Recognition
  • Emojify a comment using RNN
  • Incentivized Comment Detection on Online Hotel Reviews
  • Debiasing Gender using Recurrent Neural Network (RNN)
  • Artwork using Neural Style Transfer
  • Face Recognition using CNN
  • Hand Sign Recognizer using CNN
  • Hand Sign Recognizer with Adam Optimizer
  • Hand Sign Recognizer using ResNet50 (Residual Networks)
  • Object Detection with YOLO
  • Recognize a cat image using Deep Neural Network
  • Generate own jazz music using LSTM blocks (RNN)
  • Identification of Suspicious Bank Accounts using Machine Learning Techniques
  • Diagnosis of Breast Cancer using Data Mining and Statistical Learning Techniques
  • Comparative Analysis on Energy Consumption of Routing Protocols in Mobile Ad-Hoc Networks
  • Comparative Performance Analysis of Routing Protocols of Wireless Sensor Network
  • Generate own jazz music using LSTM blocks (RNN)
  • Trigger word detection in a speech

Awards & Recognition (16)

  • Received University Grant Commission (UGC) Research Award
  • Session: 2019-2020; Research Title: "Identification of Suspicious Bank Accounts using Machine Learning Techniques"
  • Session: 2018-2019; Research Title: "Diagnosis of Breast Cancer using Data Mining and Statistical Learning Techniques"
  • Session: 2017-2018; Research Title: "Comparative Analysis on Energy Consumption of Routing Protocols in Mobile Ad-Hoc Networks"
  • Session: 2016-2017; Research Title: "Comparative Performance Analysis of Proactive and Reactive Routing Protocols for Different Scenarios of Wireless Sensor Network"
  • Certificate on Neural Networks and Deep Learning
  • Certificate on Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
  • Certificate on Structuring Machine Learning Projects
  • Certificate on Convolutional Neural Networks
  • Certificate on Sequence Models
  • Certificate on Introduction to Data Science in Python
  • Certificate on AI For Everyone
  • Certificate on Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
  • Certificate on Natural Language Processing in TensorFlow
  • Certificate on Natural Language Processing with Classification and Vector Spaces
  • Certificate on Natural Language Processing with Probabilistic Models

Journal Articles (19)

  • Md. Niaz Imtiaz, Md. Toukir Ahmed, Golum Rabby, "FIFA Player Ranking Based on Tweets Recognizing Named Entity", Recent Trends in Information Technology and its Application, vol. 4, no. 1, 2021. DOI: 10.5281/zenodo.4662395
  • Md. Niaz Imtiaz, Md. Khaled Ben Islam, "Identifying Significance of Product Features on Customer Satisfaction Recognizing Public Sentiment Polarity: Analysis of Smart Phone Industry Using Machine-Learning Approaches", Applied Artificial Intelligence, Taylor & Francis, vol. 34, no. 11, pp. 832-848, 2020. DOI:10.1080/08839514.2020.1787676
  • Md. Niaz Imtiaz, Md. Ahsanul Haque, "Predicting Type-2 Diabetes Using Machine Learning and Feature Selection Techniques", Advancement of Computer Technology and its Applications, vol. 3, no. 3, 2020. DOI: 10.5281/zenodo.4028434
  • Md. Niaz Imtiaz, Md. Toukir Ahmed, Chayan Kumar Mondal, "Identification of Suspicious Bank Accounts using Machine Learning Techniques", accepted for publication in Computer Science and Engineering Research Journal, Chittagong University of Engineering and Technology, 2020.
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, "Prediction of Seminal Quality Based on Na├»ve Bayes", Pabna University of Science and Technology Studies, vol. 4, no. 2, pp. 7-10, 2020.
  • Md. Toukir Ahmed, Md. Niaz Imtiaz and Animesh Karmakar, "Analysis of Wisconsin Breast Cancer original dataset using data mining and machine learning algorithms for breast cancer prediction", Journal of Science, Technology & Environment Informatics, vol. 9, no. 2, pp. 665-672, 2020. DOI: 10.18801/jstei.090220.67
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, Nurun Sakiba Mitu, "Impact of Weather on Crops in Few Northern Parts of Bangladesh: HCI and Machine Learning Based Approach", Australian Journal of Engineering and Innovative Technology, vol. 2, no. 1, pp. 7-15, 2020. DOI: 10.34104/ajeit.020.07015
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, Abdulla All Kauser, "A Comparative Study of Mobile Banking in Specific Parts of Bangladesh", International Journal of Science and Business, vol. 4, no. 6, pp. 129-139, 2020. DOI: 10.5281/zenodo.3902124
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, Eshita Nahar Lahm, "Data Mining Approaches to Diagnose Diabetes Using Clinical Dataset", International Journal of Information Technology and Electrical Engineering, vol. 9, no. 2, pp. 84-87, 2020.
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, Toyoba Islam Pobitra, "Tourview: Determining Rating of Tourist Places in India Based on Public Opinions ", International Journal of Scientific & Engineering Research, vol. 11, no. 3, 2020.
  • Md. Toukir Ahmed, Md. Niaz Imtiaz, Md. Masum Billah, "Sentimental Analysis of Twitter Data to Rank Best ICC Player", Journal of Multidisciplinary Engineering Science and Technology, vol. 7, no. 3, 2020.
  • Md Asaduzzaman Shobug, Md. Niaz Imtiaz, Emran Khandker, "Dispersion Flattened Large Negative Hybrid Photonic Crystal Fiber with Low Confinement Loss", American Journal of Engineering Research, vol. 5, no. 10, pp. 367-372, 2016.
  • Subir Saha, Md. Niaz Imtiaz, Md. Akkas Ali, "An Intelligent model of FAN automation for smart house", International Journal of Computers & Technology, vol. 14, no. 10, 2015.
  • Md. Niaz Imtiaz, Md. Mohidul Hasan, Md. Imran Ali, Md. Mostak Shaikh, "Performance Evaluation of Routing Protocols (AODV, DSR, OLSR and DYMO) in MANET Considering Mobility Factor ", International Journal of Scientific & Engineering Research, vol. 6, no. 12, pp. 714- 720, 2015.
  • Md. Niaz Imtiaz, Md. Abdur Rahim, "An Improved Energy Efficient Optimized Link-State Routing Protocol for Mobile Ad-hoc Sensor Networks", International Journal of Information Technology and Electrical Engineering, vol. 4, no. 4, pp. 6-10, 2015.
  • Md. Niaz Imtiaz, Subir Saha, "A Comparative Analysis on Energy Consumption of Routing Protocols for Mobile Ad-Hoc Sensor Networks", Journal of Multidisciplinary Engineering Science and Technology, vol. 2, no. 7, 2015.
  • Md. Niaz Imtiaz, Ratnadip Kuri, Iftekhar Mahmud Towhid, "Design and Implementation of a Relational Database Based on XML", International Journal of Modern Embedded System, vol. 2, no. 4, 2014.
  • Md. Akkas Ali, Mohammad Nuruzzaman Bhuiyan, Md. Niaz Imtiaz, "Design and Implementation of a Game for Mobile Phone", International Journal of Advanced Research in Computer Science, vol. 3, no. 7, pp. 77-83, 2012.
  • Md. Niaz Imtiaz, Md. Akkas Ali, "An Improved Ant-Based Algorithm for Minimum Degree Spanning Tree Problems", IOSR Journal of Computer Engineering, vol. 6, no. 4, pp. 06-10, 2012.

Conducted Courses (7)

  • Data Structure and Algorithm
  • Structured Programming Language
  • Object Oriented Programming
  • Computer Fundamentals
  • Digital Signal Processing
  • Discrete Mathematics
  • Numerical Methods

Graduate Supervision (1)

  • I have been supervising undergraduate thesis students since 2012.

Other's Faculty Members