Delivered Lecture & Conducted Hands-on sessions on "Deep learning" in the AICTE-QIP-PG Certificate Programme on Machine Learning and Cyber Physical Systems organized by the Department of Computer Science and Engineering, Indian Institute of Information Technology Tiruchirappalli, 08 to 11, December 2025

Delivered Lecture on "LLM Alignment" in the Faculty Development Programme on Next-Gen AI: From Deeplearning and Transformers to Responsible AI, organized by the Department of Artificial Intelligence & Information Technology, Amal Jyothi College of Engineering, Kerala,  05 November to 26th,November 2025

Delivered Lecture on "When AI must Forget: Foundations and Advances in Machine Unlearning" in the short-term course on AI-Powered organized by the Department of Computer Science and Engineering, NIT Jalandhar, 05 November to 09 November 2025

A lecture on “Multi-label Classification for Machine Learning Models” was delivered as part of the AICTE ATAL Online 6-Day (22-27th September, 2025) Faculty Development Programme on “Role and Impact of Artificial Intelligence in Data Analytics”, organized by the Department of Computer Science, Dr. G. R. Damodaran College of Science, Coimbatore

Delivered a talk "Deep Learning & Explainable AI in Malware Visualization", on 31-08-2025, in the Faculty Development Programme on “Malware Analysis”, organized under the aegis of the E&ICT, Malaviya National Institute of Technology, Jaipur, Rajasthan, India

Delivered a Talk titled "Federated Learning for Secure Emotion Data Processing", in the Six Days Short Term Training Program On, Understanding Affective Computing: Industry and Healthcare Perspective” scheduled from August 25, 2025 to September 01, 2025, organized by Department of Networking and Communications School of Computing, College of Engineering and Technology (CET), SRM Institute of Science and Technology, Kattankulathur, Chennai

Delivered a Talk of Cyber Threat Intelligence Mining and Sharing in International seminar on “Cybersecurity: Bridging Academia and Industry” on 14 August 2025 organized by Department of Computer Science, Christ College(Autonomous), Irinjalakuda, Thrissur

Conducted an Hands-on session on "Designing Domain-Aware Chatbots using LLMs and Retrieval-Augmented Generation" at Department of Computer Science, Dr. G R Damodaran college of Science, Coimbatore, Tamilnadu on 08-08-2025

Delivered a Keynote lecture on "Machine Unlearning: How models forget by design "  in the 7th IEEE International Conference on Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA 2025), organized by Department of Computer Science & Engineering, Federal Institute of Science & Technology (FISAT), 18th-19th, July, 2025

Delivered a talk on "Machine Unlearning "  in the short-term course titled “Optimisation for Deep Learning”, organised by the E & ICT academy, MNIT Jaipur, scheduled to be held from 2nd July, 2025

Delivered a talk on "Cyber Threat Intelligence and Android Forensics "  in the Faculty Development Programme (FDP) funded by the AICTE Training and Learning (ATAL) Academy, organized by SCMS School of Engineering & Technology, Ernakulam on 30-06-2025

Delivered a talk on "Advanced Research Proposal Writing and Grant Acquisition Strategies "  in the Two-Week ISTE-Approved STTP 2025 "Information Technology for Sustainability Organised by TIMSCDR on 30-06-2025

Delivered a talk on "Machine Unlearning: How Models can Forget by Design? "  in the Two-Week ISTE-Approved STTP 2025 "Information Technology for Sustainability Organised by TIMSCDR on 20-06-2025

Lecture on "Security of Federated Learning", in the One Week Faculty Development Programme (FDP) / Workshop on Secure Cloud, AI and Distributed Systems (Hybrid Mode) in association with SCADS Lab and ACM Student Chapter, scheduled from 5th May 2025 to 9th May 2025.

Delivered a talk on "Cyber Threat Intelligence Mining & Sharing" at the National Workshop on "AI in Cyber Forensics and Cyber Threat Intelligence", organized by the National Forensic Sciences University (NFSU), Gandhinagar, on April 27, 2025.

A talk on "Cyber Threat Intelligence Mining & Sharing" delivered for the Master's in Cyber Security course at The British University in Dubai on 23rd October 2024.

5-Days SERB Sponsored High End Workshop on “AI-Powered Secure Decision Making Based on Situational Awareness”, organized from 15th – 19th July, 2024NIT Jalandhar

5-days SERB-sponsored FDP/Workshop entitled “Development and Deployment of AIoT Based solution for Industrial Applications”, organized by the Department of Computer Science & Engineering, Netaji Subhas University of Technology, Delhi, scheduled from 17th June to 21st June 2024

AICTE Training And Learning (ATAL) Academy Online Elementary FDP on "Smart Grid - Drivers, Challenges and Opportunities, 4-8, January 2022, Sastra Deemed To Be University Thanjavur, Tamilnadu, India

“Blockchain Applications and Smart Contract Programming, 19- 21 May 2022, Dr. GR. DAMODARAN COLLEGE OF SCIENCE, COIMBATORE, India

Expert talk on Malware analysis and Integration of ML for Blockchain, ten days online Faculty Development Programme on Blockchain Technology & The Future of Cyber Security 25 May 2022, E&ICT Academy & Dept. of CSE, NIT , Warangal

Handled a session during the ATAL FDP on Internet of Things, 2-6 February 2021, Department of ComputerApplications Cochin University ofScience AndTechnology, Kochi, India 

Handled a Session in a “Five-day training program on IoT ”, 10-14 February 2021, Computer Science & Engineering, MNIT Jaipur, India

Resource person for the workshop on  NBA Accreditation,  16th February 2021, Christ College of Engineering, Irinjalakuda, Kerala, India

Panelist for a panel discussion on ‘Data Privacy and Security in Social Media: Concerns and Solutions’, 20th March 2021, IEEE Computer Society Kerala Chapter in association with Internet Security Trivandrum Chapter

Five-day Workshop on Introduction to Machine Learning Techniques, 22- 26 March 2021, Department of ComputerApplications Cochin University of Science And Technology, Kochi, India 

AICTE sponsored five days of online STTP on “Big Data and Security” for the session titled “Malware Detection Methods using ML and DL”, 26 March 2021, Department of Computer Science& Engineering, College of Engineering, Karunagappally, India.

AICTE-ISTE sponsored one-week online refresher program entitled “Security & privacy trends and directions, 28th May 2021, LNM Institute of Information Technology, Jaipur, India

Expert Speaker in the DTE-approved and AICTE-ISTE sponsored One Week Online Refresher Program entitled “Security & Privacy: Trends and Directions”, 28th April to 4th May 2021, Computer Engineering Department, A. V. Parekh Technical Institute, Rajkot, India.

Resource person on the topic "Art of Writing Research Paper and Proposals" through a webinar, 29th May 2021, Christ College of Engineering, Irinjalakuda, India

Resource person for 5 day online faculty development programme on Data Science for the next Decade sponsored by KTU, 5-9 June 2021, TocH Institute of Science and Technology, Arakkunnam, Kochi, Kerala

On June 16, 2021, a speaker delivered an "Outcome Based Education and Accreditation Process" presentation at the Teachers Training Program (TTP) held online by Oriental College of Technology in Bhopal, Madhya Pradesh, India. The presentation was conducted through the CO – PO Mapping platform

Resource person in the ATAL Online Faculty Development Programme on Cyber Security oversight for Information Protection, held from 12 to 16 July 2021 by the Department of Computer Applications at CUSAT, India

Delivered the keynote address on the topic of "Detection of Malicious Programs: A Deep Learning Approach" at the International Conference on Advancements in Computer Applications (ICACA 2021), which was organized by the Department of Computer Applications at FISAT, Angamaly, India, from 15 to 16 July 2021

Delivered a lecture on the "Dark Side of AI" during the five-day KTU-sponsored Faculty Development Program on "Smart Computing – Technologies and Applications" held from 22 to 27 July 2021 at the Department of Computer Science and Engineering, MES College of Engineering, Kuttippuram, India

Resource person at the One-Week FDP on Machine Learning: Techniques, Applications & Challenges, held from 3 to 7 August 2021 at the Oriental Institute of Science and Technology in Bhopal, India

Resource person for the Value Added Course on Information and Cyber Security, organized by the Department of Library and Information Science, University of Calicut, India, from 12 to 31 August 2021

Resource person for the KTU-sponsored 3-day online Faculty Development Programme on "Cyber Security and Forensics" held from 1 to 3 September 2021, organized in association with ACM Kottayam professional chapter in association  with Department of Computer Science & Engineering and CCE, Amal Jyothi College of Engineering

Resource person at the Five-Day Online FDP on "Cyber Security and Cyber Forensics, held from 6 to 10 September 2021 at the Department of Computer Science and Engineering, Sahrdaya College of Engineering and Technology in Kodakara, India

AICTE Training and Learning (ATAL) Academy Online Elementary FDP on "IoT with Edge Computing," held from 14 to 18 September 2021 at the University College of Engineering, Osmania University, Hyderabad, India

Resource person at the One-Week Faculty Development Programme (FDP) on Cyber Crimes and Cyber Security, which was held from 20 September 2021 to 1 October 2021 at the Department of Computer Science and Information Technology, Maulana Azad National Urdu University in Hyderabad, in association with the Electronics & ICT Academy, NIT Warangal, India

Conducted a "Privacy-Preserving Machine Learning" session at the International Seminar on Data Science and Information Processing, held on 24 November 2021 at the Center for Data Science and Information Processing, Department of Computer Science, University of Kerala

 Expert speaker at the AICTE-ISTE-sponsored One Week Online Refresher Program on "Mobile Security & Cloud Computing Security Challenges: Trends and Future Directions," which was held from 14 to 19 December 2020 at the Computer Engineering Department, A. V. Parekh Technical Institute in Rajkot, India. 

Resource Person for  AICTE-ISTE One-Week Online Refresher Program on “Applications Of Artificial Intelligence Using Machine Learning & Deep Learning” 18 -24 December 2021, Poornima Institute Of Engineering & Technology, Jaipur, Rajasthan, India

17th ACM WORKSHOP ON ARTIFICIAL INTELLIGENCE AND SECURITY (AISec), co-located with the 30th ACM Conference on Computer and Communications Security

The 19th International Conference on Availability, Reliability and Security (ARES 2024)

16th ACM WORKSHOP ON ARTIFICIAL INTELLIGENCE AND SECURITY (AISec), co-located with the 30th ACM Conference on Computer and Communications Security

The 8th International Workshop on Security and Forensics of IoT

The 3rd Intl. Workshop on NL-based Software Engineering, April 20 2024, Lisbon, Portugal

16th ACM WORKSHOP ON, ARTIFICIAL INTELLIGENCE AND SECURITY, November 30, 2023 — Copenhagen

International Conference on Contemporary Computing (IC3), JIIT, Noida, India

Journal of Computer Virology and Hacking Techniques (https://link.springer.com/journal/11416)