• Data Mining
• Software Engineering
• Machine Learning
• Deep Learning
• Cyber Security

? Presented a paper titled “Real time Poisoning Attacks and Privacy Strategies on Machine Learning Systems” at 5th International Conference on Computer Networks, Big Data and IoT (ICCBI 2023) held during 14th to 15th December, 2023 at CARE College of Engineering, Tamil Nadu.
? Presented a paper titled “Review on Privacy Enhanced Distributed ML against Poisoning Attacks” at the 9th International Conference on Cyber Security, Privacy in Communication Networks (ICCS 2023) held on 11th December and 12th December 2023.
? Presented a paper titled “Federated Learning: A new challenging and the collaborative deep transfer learning model for botnet attack detection in IoT network” in the 2nd International Conference on Advanced Information Science and Computing System (ICAISCS) organised by Department of Computer Science and Applications, Christ Nagar College on 28th January, 2023.

•   Presented a paper titled “Query Processing for Large RDF graphs using LINQ” , National conference in Archana College of Engineering in 2012.

• Teaching:10 years 5 months
• Industrial:1 year 8 months

• Participated six days Online Faculty Development Programme on Future Direction in Image Processing held from 30th October,2023 to 4th November 2023, organized by the Department of Electronics and Communication Engineering, SRM Institute of Science and Technology, Chennai.
• Participated in the One Week National Level Faculty Development Program on Cloud Infrastructure (AWS) organized by Saint Gits College of Engineering, Kerala during the period of 21st to 25th August, 2023
• Attended Two Day Workshop on OBE and NBA Accreditation on 16th August,2023
• Attended NPTEL-AICTE Faculty Development Programme and completed the course “Research Methodology in Natural Sciences” during January to April,2023
• Participated in the webinar on “Overview on Agile Methodology” organized by the Department of Computer Science and Engineering in association with ISTE Student Chapter and collaboration with UST Kochi on 1st July 2022
• Attended Faculty Enabled Programme on Angular Course and completed the prerequisite Courses- HTML 5-The Language, Cascading Style Sheets-CSS3, Type Script, Creating Responsive Web Pages Using Boot Strap 4 organised by Infosys SpringBoard from 27th June, 2022 to 1st July 2022
• Participated in the five days online Faculty Development Programme on “Research Trends and Applications of IoT “ organized by Department of Computer Science and Engineering, SCMS School of Engineering and Technology, Karukutty, Kerala from 23rd  to 27th May 2022
• Participated in Zest 2022 , a talk on ‘ AI for Good ’ organized by the Postgraduate Department of Computer Science and Applications and IQAC of Christ Nagar College in association with Computer Society of India as part of National Technology Day on 13 May 2022
• Participated 30 hours Faculty Development Programme “Mathematics for Machine Learning”, sponsored by APJ Abdul Kalam Technological University organized by CET Trivandrum in 2021.

• Conducted training for Railway Police about Emergency Response System(112) in CDAC, Trivandrum in 2021.
• Participated one week FDP on “Embedded System Design for IOT and VR Applications” organized by Department of Computer Science and Engineering,MCET in December 2018.
• Participated international conference on Innovative Trends in Science & Technology (ICITST-2018) organized by Sarabhai Institute of Science & Technology.
• Attended one week National Workshop on “Recent trends in Computer Science -Enfys 2016” in Mar Baselios College of Engineering & Technology.
• Attended FDP in Concepts Coaching conducted by ICT Academy of Kerala in 2015.
• Participated one day Technical Workshop titled “Mobile Application Development Android 4.2” at Sree Budha College of Engineering in 2013 organized by Computer Society of India