• Reviewer for the International Conference on Advancements in Computer Applications at FISAT during 22nd ,23rd April 2026
• Session chair in the National Conference on Sustainable Future Integrating Technology Environment and Society organized by ISTE FISAT during 16th,17th April 2026.
• Reviewer & Technical Program Committee Member for the IEEE International Conference on Computational Innovations and Sustainable Technologies (ICCIST 2025), CHRIST (Deemed to be University), Bangalore Yeshwanthpur Campus, held on 18 -19 December, 2025.
• Session chair in the International Conference on Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA-2025) 18th ,19th July 2025.
• Reviewer in the 11th International Conference on Smart Computing and Communications (ICSCC 2025) organized by FISAT Muthoot Institute of Technology and Science ,3rd ,4th &5th July 2025.
• Selected as KTU CV Camp Chairman at Viswajyothi College of Engineering and Technology 2024
• Session Chair of the 1^stInternational Conference on Security, Parallel Processing, Image Processing and Networking (SPIN2K24) 2024.
• Published one utility patent with the Indian Patent Office in 2020.
• Received Innovative Research & Dedicated Teaching Professional Award by the Society of Innovative Educationalist & Scientific Research Professional, Chennai, 2020.
• Selected as External Academic Auditor of Kerala Technological University (KTU) from 2019.
• Silver Medallist” of INFOYS campus connect in the year 2016, 2017 and 2018.
• Won Prizein the Project Expo held at Kumaraguru College of Technology, Coimbatore with a cash prize of Rs15000 in the year of 2018.
• Best Teacher award in the year 2011.

• Admission Cell Representative (2026–2030 Batch).
• Faculty in charge of the FOSS Cell
• Department Newsletter Staff In-Charge (2026–Present).
• Faculty Advisor, Computer Science and Design Batch (2024–2028)
• FISAT Free Software Cell(Staff in Charge)

• ISTE Life Member LM 129478
• International Association of Engineers (IAENG) Member
• IAENG(International Association of Engineers) – Life Member
• ISROSET (International Scientific Research Organization for Science, Engineering and Technology) – Life Member

     Patent Published:

• A Patent entitled “Serving Tray with integrated mechanism for contactless and spill free placement of cups and coasters “ was published in the Indian Patent Journal during June 2025.
• A Patent entitled “An automated Methodology and System to Manage the Student Related Information efficiently” was published in the Indian Patent Journal during June 2020.

  Book Published:

• Published a chapter in the THE POWER OF MULTIDISCIPLINARY PERSPECTIVES IN ACADEMIC RESEARCH, Multispectrum Publications, “Deep Learning Techniques for Recyclable Materials Recognition: A Systematic Review of Approaches, Challenges, and Research Directions” ,244-249 volume-2,Nov 2025.
• “An Efficient Mechanism for Data Mining Based On Item Sets Features”, LAMBERT PUBLISHERS, ISBN: 978-620-3-20194-9 2.

Publications

1. Survey Paper on Predicting Drug Combination Risk Levels, International Journal of Research and Innovation in Applied Science (IJRIAS), Vol. 11, Issue 3, 2026.DOI: 10.51584/IJRIAS.2026.11030077
2. VISION: Visually Impaired Support through Intelligent Object Narration, Advanced Computing and Communication Technologies for High Performance Applications, IEEE, July 2025.DOI: 10.1109/ACCTHPA65749.2025.11168781
3. A Smart Collaborative Platform for Streamlined Team Management and Workflow Optimization, 2025 International Conference on Computational Innovations and Sustainable Technologies (ICCIST), IEEE, March 2026.DOI: 10.1109/ICCIST67338.2025
4. An Approach for Nutrient Deficiency Detection and Forecasting, International Journal of Scientific Research in Science and Technology (IJSRST), Vol. 11, Issue 14, March–April 2024.
   DOI: 10.32628/IJSRST.SPIN-2K24
5. Evolutionary Algorithm Based Feature Subset Selection for Students Academic Performance Analysis, Intelligent Automation and Soft Computing, Vol. 36, No. 3, pp. 3621–3636, 2023. (SCI Indexed)
   DOI: 10.32604/iasc.2023.033791
6. A Novel Idea on Epilepsy Alerting System Using EEG, Pulse Rate and Acceleration, International Research Journal of Engineering and Technology (IRJET), Vol. 8, Issue 1, January 2021.
7. Monitoring Driver’s Drowsiness Status at Night Based on Computer Vision, IEEE International Conference on Computing, Communication and Intelligent Systems (ICCCIS), 2021. (Scopus Indexed)
   DOI: 10.1109/ICCCIS51004.2021.9397180
8. Envisaging the Academic Performance of Students, IEEE, Vol. 5, Issue 4, pp. 90–94, 2020. (Scopus Indexed)
   DOI: 10.1109/8974531
9. Machine Learning Approaches Used for Prediction in Diverse Fields, International Journal of Recent Technology and Engineering (IJRTE), Vol. 8, Issue 2S4, pp. 762–768, 2019. (Scopus Indexed)
   DOI: 10.35940/IJRTE.B1154.0782S419
10. An Efficient Approach for Item Set Mining Using Both Utility and Frequency-Based Methods, International Journal of Applied Engineering Research (IJAER). (Scopus Indexed)
11. An Enhanced Fusion Based Region Selection for Co-Salient Detection, International Journal of Advance Research and Innovative Ideas in Education (IJARIIE), Vol. 6, Issue 3, pp. 1065–1076, 2020. (Scopus Indexed)
12. Taming of Result Prediction Based on IQ and EQ, International Journal of Current Engineering and Scientific Research (IJCESR), Vol. 5, Issue 6, June 2018.
13. A Survey on Role of Graph Theory in Various Approaches, Journal of Computer and Mathematical Sciences (JCMS), Vol. 8(6), pp. 261–268, June 2017.
14. Fast Nearest Neighbor Search Using Efficient Spatial Index, International Journal of Computer Science and Telecommunications (IJCST), Vol. 6, Issue 8, August 2015.
15. The Efficient Spatial Index for Spatial Information Retrieval, International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE), Vol. 4, Special Issue 1, June 2015.

• Six-Day Faculty Development Programme on “Emerging Threats and AI in Cyber Security”, conducted by LBS College of Engineering, Kasaragod, from 18–23 May 2026.
• Faculty Development Programme on “Generative AI and Building LLMs”, conducted by Federal Institute of Science and Technology (FISAT), Angamaly, from 27 April–2 May 2026.
• Six-Day Faculty Development Programme on “Extended Reality and Spatial Computing Concepts”, conducted by Ethnotech Academy, Bangalore, from 17–22 November 2025.
• Machine Learning &Artificial Intelligence Viswajyothi College of Engineering and Technology 2023(5days)
• Machine Learning Operations    AIT-CSE Chandigarh University  2023(5days)
• ML-AI ICT Academy Kerala    2023(5days)
• Entrepreneurship and Innovations      Parul University Gujarat       2023(5days)
• KNIMBUS User Training   Viswajyothi College of Engineering and Technology 2022

• Served as a Resource Person for the GATE 2026 training programme on 07-02-2026.
• Session Chair of the 1^stInternational Conference on Security, Parallel Processing, Image Processing and Networking (SPIN2K24) 2024.
• Reviewer of Journal Archives of Current Research International 2024.
• KTU Academic Auditor at MGM College 2024.
• KTU Academic Auditor at SCMS College 2022.

• Intelligent Wealth Flow Allocation and Household Savings Optimization Systems.
• A Graph Neural Network Based Framework for Multi-Class Drug Drug Interaction Risk Prediction with Clinical Recommendation.
• VISION: Visually Impaired Support through Intelligent Object Narration.
• A Smart Collaborative Platform for Streamlined Team Management and Workflow Optimization.
• Intelligent Waste Management System for Efficient Collection and Clustering.