Publications: - Sumathi, M.R. (2025). A Conceptual Framework Highlighting Design Factors for Emotion-Aware Chatbots in Education. In Conference Proceedings of International Conference on Advance Education (ICAE - 25).
- Fathima, F., & Sumathi, M. R. (2020). An Overview of Threat Intelligence. In Conference Proceedings of International Conference on Recent Advances in Communications and Computing Technologies.
- Sumathi, M. R., & Poorna, B. (2018). Artificial Intelligence in Mental Health Care. In Conference Proceedings of “International Conference on Computing Science”.
- Poorna, B., & Sumathi, M. R. (2018). Ensemble-of-Classifiers Approach for Diagnosis of Pervasive Developmental Disorders using Psycho-Metric Profiles of Children. International Journal of Advanced Research in Computer Science, 9(1).
- Sumathi, M. R., & Poorna, B. (2017). Design and Development of Ensemble of Naïve Bayes Classifiers to Predict Social and Communication Deficiency among Children. International Journal of Applied Engineering Research, 12(24), 14190–14198.
- Sumathi, M. R., & Poorna, B. (2017). Early Prediction of Mental Health Problems of Children using Fuzzy Clustered Ensemble Classifiers. International Journal for Research in Applied Science & Engineering Technology, 1100–1109.
- Sumathi, M. R., & Poorna, B. (2017). Prediction of mental Health Problems among Children using Fuzzy Clustered Bayesian Model. International Journal of Control Theory and Applications, 83–93.
- Sumathi, M. R., & Poorna, B. (2017). Fuzzy Clustering based Bayesian Framework to Predict Mental Health Problems among Children. ICTACT Journal on Soft Computing, 7(3).
- Sumathi, M. R., & Poorna, B. (2016). Prediction of Mental Health Problems among Children using Machine Learning Techniques. International Journal of Advanced Computer Science and Applications, 552–557.
Sumathi, M. R., & Poorna, B. (2015). A Bayesian Framework for Diagnosing Depression Level of Adolescents. Int. Conf. Comput. Intell. Syst, 4. Resource Person - Resource Person for International Faculty Development Program on Entrepreneurship in Digital Era organized by Department of Data Analytics, Saveetha College of Liberal Arts and Science, SIMATS, Chennai (26.06.2024)
- Resource Person for National Faculty Development Programme on Disruptive Technologies of Computer Science 2023 organized by Department of Computer Science, Sathyabama Institute of Science & Technology, Chennai (26.07.2023)
- Resource Person for Faculty Development Programme on Transformation to Modern Online Techniques-II organized by Mar Gregorios College of Arts & Science, Chennai (11.08.2021)
- Resource Person for Virtual FDP on Emerging Trends in Computer Science on the topic “A Roadmap to Ethical and Responsible AI” - 06/04/2021
- Resource Person for Webinar on Block Chain - The Digital Ledger at Rajiv Gandhi Arts & Science College, Puducherry
- Guest Lecture on Software Engineering at Mar Gregorios College of Arts & Science, Chennai
- Guest Lecture on Routing Algorithms at Mar Gregorios College of Arts & Science, Chennai
- Member in Board of Studies for B.Sc. (Information Technology) of Guru Nanak College, Chennai
- Judge for Competitions held at Arya Vysya Mahila Sabha, Chennai
- External examiner (both theory and practical) and Question paper setter for various colleges
Training - Seminar on “Understanding the Impact of Artificial Intelligence” - 19/12/2025 - organized by IQAC and IIC of Thiagarajar College.
- Faculty Development Program on Classroom Communication for Teaching & Mentoring - 27/10/2025 to 29/10/2025 - Organized by IQAC and ICT Academy of Thiagarajar College.
- Five-days Faculty Development Program on Educational Data Analytics: Enhancing Teaching and Learning - 28/07/2025 to 01/08/2025 - organized by Nadar Majana Sangam S. Vellaichamy Nadar College, Madurai in association with Reccsar Pvt. Ltd.
- One week Faculty Development Program on Robotic Process Automation Associate (UiPath) - 05/05/2025 to 09/05/2025 - Organized by ICT Academy of Solamalai College of Engineering.
- Five days Faculty Development Program on SalesForce Administrator - 19/08/2024 to 23/08/2024 - organized by ICT Academy and IQAC of Thiagarajar College.
- Faculty Development Programme on “Big Data Analytics Workshop - A Hands-on Practice using Tableau" - 17/08/2023 - ICT Academy of Thiagarajar College.
- Advanced Technology Training Program on Cloud Computing - 19/06/2023 to 23/06/2023 - organized by WIPRO Ltd.
- Faculty Development Programme on “Restructuring of Curriculum & Evaluation Pattern” organized by IQAC on 03/02/2023 at Thiagarajar College.
- Faculty Development Program on Drafting Effective Proposal for Research Grant (08/10/2022).
- Wipro Certified Faculty Training program on Java Full Stack - 05/09/20222 to 23/09/2022 - organized by TalentNext, Wipro Ltd.
- "Train-the-Trainer program on “Android Development with Kotlin” organized by Google Developers in association with ICT Academy. (08.03.2021 – 12.03.2021)
- Undergone Innovation Ambassador training (Foundation Level) conducted by MoE’s Innovation Cell and AICTE. (30.06.2021 – 30.07.2021)
- 5 Days Faculty Development Programme on “ Data Analytics for Innovative Research” organised by the Department of Computer Applications, Sri Kanyaka Parameswari Arts & Science College for Women, Chennai. (17.05.2021 – 21.05.2021)
- Online Faculty Development Programme on “Promoting Research and Innovation in HEI - Tacher's Role” organized by IQAC & the Department of Computer Science, Sri Kanyaka Paramesari Arts & Science College for Women, on 27th and 28th April 2021.
- 50 Hours online Faculty Development Program on “Research Practices” organized by Sri Kanyaka Parameswari Arts and Science College for Women, Chennai. (30.07.2020 – 03.10.2020)
- One Week online Faculty Development Program on “Empowerment Through Digital Technology & E-Learning Methodologies” organized by Noida Institute of engineering and Technology, Greater Noida. (07.07.2020 – 12.07.2020)
- 9 Hours of Online Live Faculty Development Program on “Introduction to Python Programming” conducted by ICT Academy (18.06.2020 – 24.06.2020)
- 5 Days Online Faculty Development Program on “Advancements in IoT” organized by the Department of Computer Engineering in association with CSI Student’s Chapter, Marathwada Mitra Madal’s College of Engineering, Pune (08.06.2020 – 12.06.2020)
- 9 Hours of Online Live Faculty Development Program on Mobile Application Development conducted by ICT Academy (06.05.2020 – 12.05.2020)
- One Week Online Faculty Development Programme on Moodle-Learning Management System organized by the KLS Vishwanathrao Deshpande Institute of Technology, Hariyal, Uttara Kannada, Karnataka in association with IIT Bombay Spoken Tutorial (04.05.2020 – 08.05.2020)
- LaTeX training organized by Guru Nanak Dev Engineering College under Spoken Tutorial Project, IIT Bombay (Jan 2020)
- Ignite 2019 – One Week Faculty Development Programme on “Creating and Sustaining Entrepreneurship Culture in Institutions of Higher Education (06.12.2019 to 12.12.2019)
- “Amazon Alexa Skills Workshop – a Women Developer’s Event” conducted by Shastra Relaunch in collaboration with Amazon Alexa dn Women Who Code, Chennai. (03.11.2018)
- 2 Day Fauclty Development Program on “Introduction to AutoDesk AutoCAD” conducted by ICT Academy. (30.08.2018 – 31.08.2018)
- Two-Day hands-on Workshop on Machine Learning with R and LaTeX” organized by Loyola Institute of mathematics and Computing Sciences. (15.07.2017 – 16.07.2017)
2 Day Faculty Development Program on “Introduction to Big Data Analytics” conducted by ICT Academy. (28.07.2017 – 29.07.2017) Courses - Refresher Course on Artificial Intelligence in Basic Sciences (Online Mode) - 02/12/2025 to 15/12/2025 - organized by UGCMMTTC, University of Madras.
- Online Faculty Induction Programme - 15/11/2023 to 14/12/2023 - organized by UGCMMTTC, Madurai Kamaraj University.
- Online Course on “Desktop Publishsing” organized by Tamilnadu Advanced Technical Training Institute. (28.06.2021 – 09.07.2021)
- Online Course on “Photoshop” organized by Tamilnadu Advanced Technical Training Institute. (02.06.2021 – 06.06.2021)
- One Week Online Short Term Course on “Blockchain and Machine Learning” organized by the Department of Computer Science & Engineering, Faculty of Engineering & Technology, Gurukula Kangri Vishwavidyalaya, Haridwar in technical collaboration with IBM and AICTE (29.06.2020 – 03.07.2020)
NPTEL Online Certification Course on “Introduction to Cognitive Psychology” (Jan-Apr 2019) Others - Sangamam 2025-26 Committee Member
- Mentor in NISM Ideathon 2025 on CyberSecurity and Investor Awareness.
- IIC YUKTI Committee Member since 2023.
- Magazine Committee Member - 2024-25
- Mentor for SWAYAM-NPTEL Course Python for Data Science Jul - Dec 2023
- Savitha Project - “Digital processing and Data Management ” Strand Coordinator - since 2023.
- Wipro Certified Faculty on Java Full Stack in 2022
- Organizing Committee Member in Young Students Scientists Programme - 2023
- Department Representative - Sangamam 2023 (Inter-Departmental Cultural Fest) - Thiagarajar College.
- Techno-Club Coordinator since 2022.
- Department IQAC Coordinator since 2022.
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