Presented paper entitled “Remotely Sensed Analysis Using Data Mining Tools K-Means Cluster Algorithms” National Conference on Futuristic and Advanced Computing Technology at Loyola College, Chennai.

Participated in Latex Training at Chevalier T.Thomas Elizabeth College for Women .

Participated in the One Day UGC Sponsored Workshop on “Data Analytics with R-Programming” organized by Department of Computer Science, Government Arts College for Men, Nandanam, Chennai-35.

Participated in National Workshop on  “Applications of Mathematical Structures in Information Technology” organized by the Department of Mathematics and Computer Science, Quaid-e-Millath Government College for Women, Chennai.

Participated in National summit on “Advancement and automation of Accreditation for Higher Education in India”, organized by Integrated Intelligent Research (IIR) and Common Wealth Science and Technology Academy for Research, held on theat The Citadel, 49, Taylors Road, Kilpauk, Chennai.

Presented paper entitled “Layer based classification of RSI for feature extraction” in National Conference on Research Trends in Computer Applications  at Loyola College, Chennai.

Participated in One Day Workshop on “Multivariate Analysis using Open Source Software” conducted by the Department of Management Studies, University of Madras, Chennai.

Participated in Short term course on Research Methodology by UGC HRDC, UNOM.

Participated in Short term course on MOOCs e-content development and open educational sources by UGC HRDC, UNOM. 

Participated in the National Level UGC Sponsored Workshop titled “Data Mining Tools and Techniques - A Research Perspective” organized by the Department of Computer Applications(MCA), Loyola College, Chennai-3

Participated in a National Meet on “Geographical Information System in Rural Development” organized by Department of Computer Application, Velammal College of Management and Computer Studies, Chennai.

Participated in UGC Sponsored Three days workshop on “Training and Course Creation session on  SWAYAM 2.0” conducted by CEC at EMMRC, Anna University, Chennai.

Presented paper entitled “Searching over Clustered data” in UGC and TNSCST Sponsored National conference on Trends and Challenges in Research areas of Computer Science held   at Presidency College, Chennai.

Participated in Two days National Level Workshop on “Deep Learning Using Tensorflow with Python” organized by the Department of Computer Science, University of Madras, Guindy Campus, Chennai-25.

Presented paper entitled “Automatic Feature Extraction from Remotely Sensed Image (RSI) using Color Map Indexing Classification” at Loyola College, Chennai.

Article Published on “Human Talent Forecasting Using Data Mining Techniques” at IDE, Department of Commerce, in University of Madras on 2013, By MJP Publishers with ISBN 978-81-8094-191-7.

Participated in Faculty Development Programme on “Transformation in Teaching and Learning” .

Participated in a one day Faculty Development Programme on “Transformation in Teaching and Learning” at ASAN Institute of Management, Chennai.

Participated in the Workshop on “Statistical Data Mining” with special reference to “Clustering Algorithms”, held at the Department of Statistics, University of Madras, Chennai,.

Participated in Three Days Workshop on “Machine Learning Techniques, Tools and Applications” organized by the Department of Computer Science and Engineering, College of Engineering Guindy, Anna University, Chennai-25.

Participated in 2-Days National Workshop on MATLAB(Image Processing & Neural Network) organized by PG & Research Department of Computer Applications, D.G. Vaishnav College, Chennai-106.

Presented paper entitled “Image mining and automatic feature extract from RSI using cubical distance method” at a National Conference on Trends and Challenges in Research Areas of Computer Science at Presidency College, Chennai

Participated in the Workshop on first “Public Review Workshop” held at Mother Teresa University.

Participated in National Workshop on “Software Engineering”- NEW LOGIC’15 organized by P.G Department of Computer Science, The New College, Chennai-14.

Participated UGC Sponsored National Seminar on “Life Work and Leadership in Organization” Organized by Department of Commerce, University of Madras. 

National Level Workshop “IoT with RASPBERRY Pi” Organized by the MCA Department, Ethiraj College for women.

Participated in Immersive Technology Workshop Organized by Monolith Research and Training Labs, Chennai

Participated in Faculty Development Programme on “Data Science using Python Programming by IIT-Guwahati .

Participated in the Workshop on second “Public Review Workshop” held at Mother Teresa University.

Participated Workshop on “Hadoop and Thesis Writing” Organized by the Department of Computer Science and Computer Applications.

Participated in Internship programme on “Network Configuration, Cloud storage and Game Development” by St,Peter’s University .

Participated in Faculty Development Programme on “Data Science using Python Programming”  supported by Ministry of electronics and Information Technology (MeitY), Govt. of India and organized by Indian Institute of Technology, Guwahati, at Sri Sankara Arts and Science College, Kanchipuram.

Attended Staff Development Programme on “Information Security” organized by Department of MCA, Velammal Engineering College, Chennai-66, held on 5th - 9th February, 2007.

Participated UGC SPONSORED –SHORT TERM COURSE  organized by University Grants Commission Human Resource Development Centre (HRDC) and Regional Centres for Capacity Building (RCCB) University of Madras, Chennai.

Participated in UGC SPONSORED –SHORT TERM COURSE on “Workshop on MOOCs, e-content development and Open Educational Sources” organized by organized by University Grants Commission Human Resource Development Centre (HRDC), University of Madras, Chennai.

National Level Workshop on “Statistical Data Analysis using R-Programming” organized by Integrated Intelligent Research (IIR), NeuMoInfoTech(P) Ltd, at ISTE Professional Centre, Anna University Campus, Kotturpuram, Chennai-85.

Presented paper entitled “Tamil Kanini muraigalin valarchi – ooru aaivu” at IDE, Department of Tamil, in University of Madras on February, 2013. By Today Printers & Publishers with ISBN 978-93-81992-09-8.

 Conducted two days International Conference on Recent Trends in Computing Technology  held at University of Madras.

Research Outlook, Innovations and Research Trends (ICROIRT-2022)

Participated in the Workshop on “Valarchi – Palthurai Paarvai” organized by the Department of Tamil, IDE, University of Madras & Sultan Idris Education University, Malaysia.

Presented a Paper Entitled "Speaker Identification System using Gaussian Mixture Model and Support Vector Machines (GMM-SVM) under Noisy Conditions in “International Conference on Recent Trends in Computing Technology” on 22^nd September, 2016 at IDE, University of Madras, Chepauk.

Presented a paper entitled “Feature selection and classification of Big Data using Mapreduce framework” in the International Conference on Intelligent Computing, Information and Control systems (ICICCS-2019) organized by Malla Reddy College of Engineering, Secunderabad, India  

Presented a paper Entitled “A Survey on Detection of Diabetic Retinopathy” in the International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC 2018) (IEEE) at Coimbatore, Tamil Nadu, India held on 30-31 August,2018.

Presented a paper Entitled “Segmentation of Hard Exudates using Fuzzy C-Means in Diabetic Retinopathy Fundus Images” in Third International Conference on Intelligent Computing and Control Systems (ICICCS-2019) at Vaigai College of Engineering, Madurai, Tamil Nadu, India held on 15-17 May, 2019.

Presented a paper Entitled “Abnormality Feature Extraction in the Spinal Cord MRI using K-Means Clustering”. International Conference on Computational Science & its Applications, 16^th March, 2018. Pg No.42, ISBN: 978-81-937041-2-7

Presented a paper Entitled “Identification of Hemorrhage in Brain MRI using Segmentation Techniques”. International Conference on Computational Science & its Applications, 16^th  March 2018, ISBN:978-81-937041-2-7, Pg. No. 02

Presented a paper Entitled “Tamizh Kanini Muraigalin Valarchi: Oru Aaivu” in the International Seminar on Vazhviyal Sikkalgalum Theervugalum Palthurai Paarvai, organized by Department of Tamil, IDE, University of Madras, held on 18^th and 19^th March, 2013.

Presented a paper entitled "Classification of High priority Tweets for Effective Rescue Operations During Natural Disaster Combining Twitter’s Textual and Non-Textual Features” in the 10^th International Conference on Frontiers of Intelligent Computing Theory and Applications (FICTA-2022)

Participated in Two days National Level Workshop on “Deep Learning Using Tensorflow with Python” organized by the Department of Computer Science, University of Madras, Guindy Campus

Participated in the International Conference on Innovations in Engineering, Technology & Sciences (ICIETS-2018) (IEEE) for the research paper titled “Extraction of Spinal Cord Tumor from Clinical Spine MRI using Integrated Models” at NIE Institute of Technology, Mysore, Karnataka, India held on 20-21 September, 2018.

Participated in the International Conference on Innovations in Engineering, Technology & Sciences (ICIETS-2018) (IEEE) for the research paper titled “An Integrated Model for Detection and Classification of Brain Haemorrhage type in the CT scan” at NIE Institute of Technology, Mysore, Karnataka, India held on 20-21 September, 2018

Presented a paper Entitled “Secure Secret Information Using Audio Steganography” in “International Conference on Recent trends in Computing Technology” at IDE, University of Madras 2016

Presented a Paper Entitled “Survey on Segmentation Techniques for Spinal Cord Images” in ICCP-2016 conducted by IIR and Don Bosco College at Chennai.

Presented a paper Entitled “Performance analysis of APSO based feature selection with classification algorithms in Big Data Analytics” Journal of Advanced Research in Dynamical and Control Systems. Volume 9 special edition 18, 2017,  Pg No. 2135-2144. ISBN: 1943-023X

Presented a paper Entitled “Identification of Abnormality in Spinal cord Using IP-FCM Clustering Algorithm” in the IV International Conference on Computing Paradigms (ICCP-2018) organized by IIR and Don Bosco College, held on 20^th and 22^th July, 2018.

Presented a paper entitled “Segmentation of retinal features using hybrid BINI Thresholding in Diabetic Retinopathy Fundus Images” in the International Conference on Soft Computing and signal Processing (ICSCSP-2019) organized by Malla Reddy College of Engineering, Secunderabad, India

Participated in the live virtual 2^nd International Conference on Research Outlook, Innovations and Research Trends (ICROIRT-2022)

Presented a paper"A Deep Analytics on Air Pollutants and its Implications in Tamilnadu, India "

International Conference on Research Outlook, Innovations and Research Trends (ICROIRT-2022)

Presented a paper"Integrated Machine Learning Approach for Non-Proliferative Diabetic Retinopathy” in the live virtual 2^nd International Conference on Research Outlook, Innovations and Research Trends (ICROIRT-2022)

Presented a paper Entitled “The Ascendancy of Big Data Analytics for Agricultural Competitiveness: The Theoretical Framework to Augment the Agricultural Management system” at IAEME International conference organized by Department of Management Studies in D.G. Vaishnava College on 26^th October, 2017

Participated in the International Conference on Data Science, Machine Learning and Applications (ICDSMLA-2019) (Springer) for the research paper titled “A Decision Support System for MRI Spinal Cord Tumor Detection” at CMR Institute of Technology, Hyderabad, Telangana, India held on 29-30 March,2019.

Participated in the International Conference on Data Science, Machine Learning and Applications (ICDSMLA-2019) (Springer) for the research paper titled “An Approach for efficient classification of CT Scan Brain Haemorrhage types using GLCM Features with Multilayer Perceptron” at CMR Institute of Technology, Hyderabad, Telangana, India held on 29-30 March,2019.

Presented a paper Entitled “A Review of Traditional and Swarm Search Based Feature Selection algorithm for Handling Data Stream classifications”. IEEE Third International Conference on Sensing, Signal Processing and Security (ICSS 2017) conducted by St. Peter’s College of Engineering and Technology on 4^th & 5^th May, 2017.

Presented a paper Entitled “Optimized Feature Selection of Big data Streams Using Accelerated Simulated Annealing and Mutation Operator Algorithm” in Research Conference on Data & Decision Science, at SRM Institute of Science and Technology held on 4^th and 5^th May 2018.

Presented a Paper Entitled ‘Balancing Job Efficiency and Satisfaction in Secondary Level Education’: A study using Association Rule Mining’ on International conference on Sustainability of Environment changes organized by Common Ground – Melbourne, Australia on 4^th – 7^th July, 2007.

Participated in the Workshop on Machine Assisted Translation organized online by IIT-hyderabad

Presented a Paper Entitled “Medical Images Boundary Extraction Average Edge Vector Field Model” in International Conference on Computing Paradigms (ICCP-2015) on July 23^rd 2015, at Integrated Intelligent Research and Don Bosco College, Yelagiri hills.

Presented a Paper in absentia Entitled “Remotely Sensed Analysis Using Cubical Distance Classification” at IMT, Dubai, held on March 16-18, 2010.

Presented a paper Entitled “A Review on the segmentation of Brain Hemorrhage images using Brain MRI and CT Scan” International conference on Modern Trends in Engineering Science and Technology ICMTEST 2017 @ Malaysia conducted by Vishwatmak Om Gurudev College of Engineering, Mumbai on September 15^th, 2017.