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Advancing AI-Driven NLP Solutions in Healthcare

  • Posted By

    Saiful Islam

  • Category

    Primeum

  • Date

    2025-11-12

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Case Study: Advancing AI-Driven NLP Solutions in Healthcare

Client / Researcher: Ph.D. Candidate – Mississippi State University, USA

Industry: Computer Science, Natural Language Processing, Machine Learning

 

Background

A highly skilled researcher in computer science, machine learning, and natural language processing (NLP), he is currently pursuing a Ph.D. at Mississippi State University, USA, focusing on AI-driven solutions for healthcare. His research includes speech recognition and text-to-speech systems for low-resource languages, aimed at improving accessibility and real-time healthcare applications.

Before his Ph.D., he gained professional experience at Time Research & Innovation, where he worked on AI and machine learning projects, strengthening his practical skills in system design, algorithm implementation, and applied research. This early experience provided a solid foundation for his advanced academic work.

Challenge

Healthcare-focused NLP systems face several challenges:

  • Limited datasets for low-resource languages.

  • High accuracy requirements for critical applications.

  • Constraints on real-time processing for interactive systems.
     

Delivering reliable AI solutions requires integrating cutting-edge machine learning algorithms with practical, deployable system designs.

Approach

His research and projects employ advanced NLP and machine learning techniques:

  • Designing speech recognition and text-to-speech systems tailored to low-resource languages.

  • Leveraging adaptive machine learning frameworks for accurate language modelling.

  • Implementing AI solutions focused on real-world healthcare applications.

  • Validating innovations through award-winning projects including the NASA Space Apps Challenge and IEEE Innovation Challenge.
     

Results

  • Developed efficient NLP systems supporting speech and text applications in healthcare.

  • Advanced solutions for low-resource languages, increasing accessibility of AI-driven healthcare tools.

  • Contributed to next-generation adaptive AI frameworks, enhancing the impact of machine learning in healthcare applications.

Publications

Selected research publications include:

  1. A Next-Generation Telemedicine and Health Advice System (Springer): Shah Siddiqui, Adrian Hopgood, Alice Good, Alexander Gegov, Elias Hossain, Wahidur Rahman, Rezowan Ferdous, Murshedul Arifeen, Zakir Khan.

  2. Performance Analysis of Deep Learning Models for COVID-19 Diagnosis based on Chest X-ray Images: A Comparative Study (Springer): Shah Siddiqui, Adrian Hopgood, Alice Good, Alexander Gegov, Elias Hossain, Wahidur Rahman, Rezowan Ferdous, Murshedul Arifeen, Shamsul Masum.

  3. A Comparative Study of Deep-Learning Models for COVID-19 Diagnosis based on X-ray Images (Springer): Shah Siddiqui, Adrian Hopgood, Alice Good, Alexander Gegov, Elias Hossain, Wahidur Rahman, Rezowan Ferdous, Murshedul Arifeen, Shamsul Masum.

  4. Deep Learning models for the diagnosis and screening of COVID-19 - A systematic review (Springer): Shah Siddiqui, Adrian Hopgood, Alice Good, Alexander Gegov, Elias Hossain, Wahidur Rahman, Murshedul Arifeen. 

  5. Analysing and Identifying COVID-19 Risk Factors using Machine Learning Algorithm with Smartphone Application (Springer): Shah Siddiqui, Elias Hossain, S M Asaduzzaman, Sabila Al Jannat, Ta-seen Niloy, Wahidur Rahman, Shamsul Masum, Adrian Hopgood, Alice Good, Alexander Gegov.

  6. Hybrid Machine Learning model for A Next-Generation Ecofriendly Travelling and Guides to Reduce Carbon Emissions (IEE): Elias Hossain; Wahidur Rahman; Alif B Ekram; Redwan Abedin; Nasim Ahmed Roni; Erfanul Haque; S M Asaduzzaman; Md. Shazzad Hossain; Shah Siddiqui; and Shamsul Masum. 

Conclusion

At Tri, we are proud to have supported his early professional growth. His success in developing innovative NLP solutions demonstrates how practical industry experience combined with cutting-edge research can create impactful AI technologies in healthcare, improving accessibility and performance for real-world applications.

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