• PhD in Computer Science
• M.Phil (Computer Science)
• MCA (University Rank Holder - Bharathiar University-2003)
• BCA

• Working in Rajagiri School of Computer Science from June 2008.
• Lecturer, MCA Department, PBM Mahajana PG College, Mysore from June 2006 to May 2008
• Lecturer, MCA Department, Marian College, Kuttikanam from June 2003 to May 2006

•  e-learning using Machine Learning Techniques
• Software Project management, System Analysis and Design, Implementation of IT Strategies, Computer Networks,System Software, Software Engineering, Client Server Computing, Operating Systems, Operations Research, Database Management Systems

• Completed UGC Minor Research Project :  A study on Neural Networks in Financial Forecasting using Clustering (2010). File No - MRP(S) – 1024/10-11/KLMg054/UGC-SWRO- KLMG054 dated Dec 22, 2010

• Resource Person for "Outcome Based Education" at Baselious Poukos II Catholicos College, Piravom Bishop Moore College 29th September, 2023
• Resource Person for NAAC sponsored National Online Workshop on "Teaching, Learning and Research' at Bishop Moore College, mavelikkara on 14-15 February, 2022
• Resource Person for Virtual International Hackathon - “Digital Bridges to Glocalization”, event organized by Catholic University of Lille( France), Concordia University of Chicago (United States) and Universidad Católica de Santa Fe (Argentina) on February, 2nd 2022
• Resource Person for Phase -III: AICTE sponsored Short Term Training Programme on Big Data Analytics Using Soft Computing Tools (with AI & ML) : 29 Nov 2021 to 04 Dec 2021  (6 days) conducted at Department of computer Science and Engineering, Rajiv Gandhi University (A central university),Arunachal Pradesh, India
• Resource Person for Phase -II: AICTE sponsored Short Term Training Programme on BIG DATA ANALYTICS USING SOFT COMPUTING TOOLS (FOR DATA ENGINEERING): 08 to 13 Nov 2013 (6 days) conducted at Department of computer Science and Engineering, Rajiv Gandhi University (A central university),  Arunachal Pradesh, India
• Resource Person for Phase -I: AICTE sponsored Short Term Training Programme on Big Data Analytics Using Soft Computing Tools (For Data Analytics): 27 Sep 2021 to 02 Oct 2021 (6 days) conducted at Department of computer Science and Engineering, Rajiv Gandhi University (A central university), Arunachal Pradesh, India
• Resource Person for ATAL Faculty Development Programme on “Recent Trends in Artificial Neural Networks” from 21st to 25th of September 2021 at J.K.K.Nataraja College of Arts and Science, Komarapalayam, Namakkal Dt, Tamilnadu.
• Resource Person for talk on " Data Analytics with Tableau " at Skills2Shine, Coimbatore on September 18th, 2021
• Resource Person for 5 day FDP on " Effective Teaching Strategies in Higher Education" at St. Marys College, Malappuram, from 6th to 12th September.
• Resource Person for  7-Day National Level Faculty Development Programme on Accreditation Framework organised by the IQAC of Christ Nagar College, Maranalloor, from 31 August, 2021 to 7 September 2021
• Resource Person for talk on " Best Practices and Distinctiveness " at St. Marys College, Malappuram on July 30th, 2021
• Resource Person for “Sustainability and Green Initiatives for Swachhata - An SDG Approach” for staff of BPCL Pipelines - Southern Region on 12th July 2021.
• Resource Person for “Institutional Distinctiveness” at St.Thomas College, Thrissur. 
• Resource Person for “Remote Teaching – Learning Techniques: A COVID - 19 Perspective” at Sri S. Ramasamy Naidu Memorial College, Madurai
• Resource Person for “Developing Learning Strategies from the Pandemic: A Cyber Forensics Approach” at Holy Cross College, Tamil Nadu
• Resource Person for “The Road Ahead: Learnings from Cyber Security in 2020 and Beyond” at Angappa Arts and Science college
• Resource Person for “Learning Data Analytics through Visualization Tools” at  Kalasalingam University, Tamil Nadu
• Resource Person for “Cyber Crimes: Learnings and Awareness” at EIT Technical College, Tamil Nadu
• Resource Person for “Data Visualisation Tools: Tableau and PowerBI” – Kongu Arts and Science College ( Autonomous) Erode.
• Resource Person for “Data Analytics through Visualization” – Sahradaya College of Engineering and Technology.
• Faculty Mentor for the Second Runner-up Team at AICTE Smart India Hackathon, 20019, at Guwahati, Assam for the Ministry of Statistics and Programmed Implementation, Government of India.
• Co-ordinator of State Level Seminar on "Disaster Risk Management: Technology Recipes for Kerala" on November 30, 2018.
• Co-ordinator of National Two-Days Workshop on "Angular 6" on December 6-7, 2018.
• Co-ordinator of the UGC sponsored One day National Conference on "Information Systems: Emerging Trends and Technologies" organised at Rajagiri College of Social Sciences on 13th of February, 2013.
• Faculty – Trainer for the MDP “Decision Making Skills” for Dubai Port World on January, 2009.
• Faculty –trainer for “Project Management” in the MDP ”Global Business Leadership Skill Training course” conducted for senior managers of NEC Communication s Systems , Japan from October 17th to November 5th, 2008

• Agboola, Oluwagbemiga Paul, and Ann Baby. "User-centered smart building technologies for climate-resilient urban development: evidence from Istanbul." Frontiers in Sustainable Cities 8 (2026): 1772855. (Scopus)
• Ann Baby, Vijesh P. V., Kalyani V., and Nycil Romis Thomas. Forthcoming. “The Knowledge Ecosystem of Women Entrepreneurs in the Era of Digital Finance Mapping: Global Scholarly Evidence.” Rajagiri Management Journal, 20(2), 177-194 (Web of Science).
• Baby, A., Agboola, O. P., Rija, A., & Sunny, S. (2026). "AI and IoT innovations transforming industries and enhancing urban sustainability," Intelligent Mobile and IoT Ecosystems (pp. 217–235). Chapman & Hall/CRC Press. https://doi.org/10.1201/9781003608653-12 (Scopus)
• Devassy, Saju Madavanakadu, Ann Baby, Lorane Scaria, and Hibi Eden. "A comprehensive public health strategy for menstrual health in India: insights from the “cup of life” project." Health Education (2026): 1-13 doi: https://doi.org/10.1108/HE-01-2025-0007 (Scopus)
• Deepthi, K. S., & Baby, A. (2025, August). Comparative Optimization of Sequence-Based Feature Encodings for Antimicrobial Peptide Prediction Using Random Forest on Deep-AmPEP30 (pp. 1-5). IEEE EXplore. DOI: 10.1109/NetACT65906.2025.11187687 (Scopus)
• Manoj, Aleesha, Ann Baby, and Francis Saviour Devaraj. "Enhancing Enterprise Performance Through Forecasting: A Deep RNN Approach." Iraqi Journal of Science (2025): 4502-4516 (Scopus)
• Siyad, N., Sunu Mary Abraham, Ann Baby, and Jaya Vijayan. "Evaluating the Impact of PCA-Based Feature Extraction on Predicting Customer Attrition in the Banking Sector." DOI : https://doi.org/10.1007/978-3-032-06253-6_35, pp. 443-454. Cham: Springer Nature Switzerland, 2025 (Scopus)
• Kannammal, A., & Baby, A. , Integrating Machine Learning and Visualization for Detection of Healthcare Insurance Fraud, IEEE ExPlore) (pp. 832-837). Idoi: 10.1109/PDGC64653.2024.10984142 (Scopus)
• Aparna, P., Thambi, P. E., & Baby, A.,KPI-Based Analysis and Prediction of Supplier Performance Using Machine Learning. IEEE Explore (Vol. 1, pp. 1-6) doi: 10.1109/ICTEST64710.2025.11042705 (Scopus)
• Kannammal, A., Baby, A., Nivetheni, C. G., & Saagarika, S. (2025 April)."Securing Pharmaceutical Supply Chains with Ethereum Blockchain: A Model for Counterfeit Prevention and Transparency of Drugs".Communications in Computer and Information ScienceVolume 2333 CCIS, Pages 202 - 215, Springer Nature Switzerland. DOI : 10.1007/978-3-031-83783-8_11 (Scopus)
• Baby, A., Kannammal, A., & Keerthy, A. S. (2025). "Enhancing Educational Quality Through AI and Data Science: A Study on Motivational Factors and Interventional Impact. In Driving Quality Education Through AI and Data Science" (pp. 1-24). IGI Global Scientific Publishing. DOI : 10.4018/979-8-3693-8292-9.ch001(Scopus)
• Sreekuttan, P. S., Ann Baby, and Priyanka E. Thambi.(2024) "Predicting and Enhancing Student Performance Through Data Analysis and Engagement Metrics." IEEE Xplore, 2024, DOI : 10.1109/ICEFEET64463.2024.10867108 (Scopus)
• Nair, Amrutha R., and Ann Baby. "Photovoltaic Solar Sustainability in India: Data Modeling and Time Series Analysis for Enhanced Efficiency." DOI : 10.1109/CVMI61877.2024.10782364,2024  (Scopus)
• Jagish, B. Arya, and Ann Baby. "Plagiarism Detection in the Digital Era: A Systematic Review of Tools and Techniques." DOI : 10.1109/ICCCNT61001.2024.10724804, IEEE Xplore(Scopus)
• Krishnanjana, N. S., Sunu Mary Abraham, and Ann Baby. "Leveraging Sentiment Analysis for Identifying Influential Users in Online Health Communities: A Case Study on the Lung Cancer Survivors Network." IEEE Xplore, 2024, DOI : 0.1109/ICTEST60614.2024.10576123 (Scopus)
• Baby, A., & Akhil Kumar, K. M. (2024). Real Time Pattern Recognition with Support Vector Machines and Local Binary Patterns. (pp. 1-10). Communications in Computer and Information Science , Springer Nature Switzerland. DOI 10.1007/978-3-031-54162-9_1 (Scopus)
• Baby, Ann. "Dr. Rani Bang's Leadership Empowering Communities for Health Equity and Its Impact on UN-SDG 3." The Role of Female Leaders in Achieving the Sustainable Development Goals. IGI Global, 2024. 160-170, DOI : 10.4018/9798369318348.ch009 (Scopus)
• Ann Baby (2024),” AI and Human Rights: Ethics, Privacy, and Socio-Cultural Implications ” in “Synthetic Sapiens: A Cybernetic Elysium and the Shifting Paradigm of Intelligence”, Media House, ISBN : 978-93-94507-82-1
• Baby, A., & Sruthi, A. (2023) Machine Learning Models for Prediction of Terrorist Attacks: A Comparative Analysis in Terrorism Prone Regions IEEE Xplore , DOI 10.1109/AICERA/ICIS59538.2023.10419944 (Scopus)
• Baby, A., & Joseph, B. (2023). Breaking Barriers and Fostering Leadership: Empowering Women in Environmental Management. In Opportunities and Challenges for Women Leaders in Environmental Management (pp. 63-79). IGI Global DOI
• 10.4018/978-1-6684-5986-7.ch005 (Scopus)
• A. Baby and A. K. Newniz, "Performance Analysis and Evaluation of Regression Models for Sales Forecasting," 2023 International Conference on Advancement in Computation & Computer Technologies (InCACCT), Gharuan, India, 2023, pp. 227-232, doi: 10.1109/InCACCT57535.2023.10141828(Scopus)
• A. Baby, "Computational Modelling of World Leaders’ Covid -19 Opinions: A Sentiment Analysis Approach," IEEE Xplore  2022, pp. 1-5, doi: 10.1109/IC3SIS54991.2022.9885435 (Scopus)
• A. Baby and P. Shilpa, "An Integrated Web-based Approach for Security Enhancement by Identification and Prevention of Scam Websites,"  IEEE Xplore 2021, pp. 38-43, doi: 10.1109/ACCESS51619.2021.9563310(Scopus)
• Ann Baby, A. Kannammal, "Network Path Analysis for developing an enhanced TAM model: A user-centric e-learning perspective ", Computers in Human Behavior – June 2020,  DOI : 10.1016/j.chb.2019.07.024  (Scopus Q1)
• Ann Baby, Joseph Philip, A. Kannammal, "The Good, The Bad And The Ugly: Opinion Mining Analysis On User Tweets In Twitter" in UGC CARE Journal, Journal of Emerging Technologies and Innovative Research, May 2019(ISSN – 2349-5162, Vol 6, Issue 5, pp124-130)
• Ann Baby, A. Kannammal, "Multivariate Comparative Exploration Of Collaborative Principal Component Analysis And Singular Value Decomposition : A Study Of Employee Data In An Indian State " in UGC approved International Journal Of Research And Analytical Reviews, May 2019 (E-ISSN   2348-1269, P-ISSN 2349- 5138, Vol 6, Issue 2, pp 162-169)
• Ann Baby, A. Kannammal, Sania Correya  , “Multivariate Clustering Evaluation of Principal Component Analysis and Singular Value Decomposition” , International Journal of Control Theory and Applications 10(01), 2017 , pp 19-29 (Scopus)
• Ann Baby, A. Kannammal, P.Anupriya, "Covariance Based Network Path Analysis of Exploratory Evaluated Data", Proceedings of the 2016 International Conference on Engineering and Technology (ICET) 9(35), 2016, pp. 37-11(978-1-5090-3212/9, Vol 2, pp 123 – 128)
• Ann Baby, A. Kannammal, “Exploratory Centered PCA For Dimensionality Reduction On Security Modelling of TAM : An E-Learning Perspective”, Procedia Computer Science, IEEE Explore (Scopus), 2016,ISSN - 978-1-5090-4620-1/31, pp 700-704 (Scopus)
• Ann Baby, A. Kannammal , A Security Based Technology Acceptance Model In E-Learning Technologies: The Role Of Security, Privacy And Trust" ,International Journal of Applied Engineering Research (Scopus), ISSN 0973-4562 Vol. 10 No.20 (2015) " pp 18282- 18287(Scopus)
• Ann Baby, A. Kannammal, "Information Security Modelling In an E-Learning Environment", IJCSI International Journal of Computer Science Issues, Vol. 11, Issue 1, No 1, January 2014, pp 195-200
• Ann Baby, Harigovind N.S., “A Study on Factors influencing Brand Loyalty with special reference to female Consumers in Kochi”, ISBN: 81923424-6-8, Volume 1, 2013, pp 159-167
• Ann Baby, Sreekumar (2011), Security in vehicular ad-hoc networks - Challenges and countermeasures, International Journal of Engineering and Social Sciences (IJESS), Vol1.3, pp 45-55, 2011, ISSN: 2249- 9482, pp 45-55
• Ann Baby (2011),”A re-Engineering Approach to model estimates with clustering – A paradigm shift in technology-based Management Learning”, International conference on Re-Engineering of Management Education, Mysore, April , pp 93
• Ann Baby (2010), “A differential dissection of random forests and neural networks in financial forecasting of S&P 500”, Proceedings of the National conference on Soft Computing, ISBN 978-81-908520-1-2
• Ann Baby (2010), “A differential dissection of random forests and neural networks in financial forecasting of S&P 500”, Acumen- interdisciplinary journal,Vol3.1, pp 94-100,2010, ISSN: 0975-6981, pp 215-222
• Ann Baby , “Analytical Study of the Relevance of Neural networks and Random Forests in Forecasting Stock Markets”, Proceedings of National conference on Future Information Technology, October 2010, pp 53
• Ann Baby, ‘Financial prediction of S & P 500 stock indices: a modified approach using neural networks and random forests”, National Conference Proceedings, CSI – KSCSTE Souvenir - Proceedings of National conference on Advanced Computing, January 2010. 
• Ann Baby, “A differential dissection of random forests and neural networks in financial forecasting of S&P 500” , CSI – Kerala Mathematical Association – AICTE sponsored  National conference Proceedings, ISBN 978-81-908520-1-2, January 2010

• Attended Six Days Online Faculty Development Programme (FDP - An IQAC Imitative) on “Data Science Using Python, R and Orange” organized by the Department of Computer Science, Rajagiri College of Social Sciences (Autonomous), Kalamassery, Kochi  held from 10th to 15th August 2020.
• Attended Five Day Faculty Development Programme (FDP - Funded by RUSA2.0-MHRD) on "Machine Learning & Data Visualization Using Python & MS Power BI" organized by the Department of Computer Science, Rajagiri College of Social Sciences (Autonomous), Kalamassery, Kochi India held from 4th to 8th February 2020.
• Attended a One-day Workshop on Women in Cyber Security as part of c0c0n -XII Hacking and Cyber Security at St.Teresa's College, Ernakulam on 26th September , 2019
• Attended the Summer School on Deep Learning organised by the Department of computer Applications , Cochin University of Science and Technology  during May 20th to 24th , 2019
• Attended FDP on "Research Methods and Associated Tools" at Muthoot Institute of Technology and Science, Puthencruz, 16th -18th January, 2019
• Participated in the State Level Seminar on “Disaster Risk Mitigation : Technolfy recipes for Kerala”, Kochi, November 2018
• Participated in the two day National Workshop on “Angular 6 – One Framework: Mobile & Desktop”, Kochi, December 2018
• Participated in “One Day Technical Seminar on Embedded Software Safety and Security”, Kochi, October 2017 
• Attended 2016 International Conference on Engineering and Technology (ICET), 16th -17th December 2016, Coimbatore
• Attended Third International Conference On Electrical, Electronics, Instrumentation and Computer Communications (EEICC), 15th December, 2016, Coimbatore
• Attended International Conference on Signal processing, Communication, Power and Embedded Systems(SCOPES), Bhubaneswar, Orissa  from 3rd October to 5th October 2016
• Attended a one day workshop organized by AICTE, Thiruvananthapuram on 19.11.2016  in connection with ‘SMART INDIA HACKATHON 2017’
• Attended five day Faculty Development Programme on "Secure Cloud Computing" organized by Department of Computer Science and Engineering , in association with Computer Science of India, at Toc H Institute of Science & Technology, Arakunnam, Ernakulam from 13th -17th June 2016
• Attended 2nd international Conference on Electrical, Electronics and Computer Engineering organised by Vivekanandha College of Engineering for Women, Tamil Nadu on 22nd and 23rd March 2016.
• Attended DRDO Sponsored 2^nd IEEE International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS ’15), Coimbatore, March 2015
• Participated in One Day Training Programme on “Meta-Analysis’, Kochi, June 2015
• Participated in International Conference on Knowledge Engineering – Theory and Practises, July 2015, Kochi
• Attended 3rd International Conference on Competency Building Strategies in Business and Technology for Sustainable Development at Sri Ganesh School of Business Management, Salem, February 2014.
• Attended International Conference on Leveraging operations and IT for Sustainable development”, Bangalore, April 2013
• Attended a three day national workshop on "Research Methodology and Statistical Analysis: New Trends" held at RCBS, Kochi from 16-18 July, 2013.
• Participated in the UGC sponsored one day National Conference on "Traditional Concepts of Marketing in Todays Context" organised at Rajagiri College of Social Sciences, January, 2013.
• Participated in the UGC sponsored one day National Conference on "Information Systems: Emerging Trends and Technologies" organised at Rajagiri College of Social Sciences on 13th of February, 2013
• Participated in the UGC sponsored one day National Conference on "Banking and Finance" organised at Rajagiri College of Social Sciences, February, 2013.
• Participated in the International Conference on "Innovative Practices for Business Excellence" at Rajagiri Centre for Business Studies on 14th January, 2013
• Attended Staff Development Programme: Moodle and Exam Office Overview training organized by Christ University , Bangalore held on 21-23 March 2013
• Attended the three Day Workshop on “Cryptography and Network Security’, Kochi, July 2012
• Attended 3 day workshop on “Cloud Computing” at Coimbatore Institute of Technology on 8,9,10 of August, 2012
• Participated in International Conference on Financial Sector – Emerging Trends and Challenges, Kochi, February 2011
• Attended the Learning Curve Certification program on Cross Functional Decision Making and business Impact by IIM, Ahmedabad, June 2011
• Attended Executive Education Programme (EEP) on “Competency Training for Business Analysts” by T.A. Pai Management Institute, Manipal on Dec 7th and 8th, 2010
• Attended National Conference on Computational Science & Engineering 2011 (NCCSE 2011), Rajagiri College of Social Sciences, Kalamassery, Kochi, India
• Attended UGC Sponsored National Conference on Soft Computing , Marian College, Kuttikkanam, January 20th to 22nd  2010
• Attended  a 3 day National Workshop on ‘Advanced Computing” at UC College, Aluva on January 2010
• Attended National Level Conference on Future Information Technology at RVS (Autonomous)College, Coimbatore held on 7th October 2010
• Participated in a one day International Conference on “Human Resource Management in 21st Century: The Strategic Focus” organized by Rajagiri Centre for Business Studies on January 22, 2010
• Attended National Conference on Computational Science and Engineering, a two day national Conference on “ Computational Science and Engineering”, organized by Rajagiri School of Computer Science, Cochin in association with CSI Cochin Chapter during February 6-7, 2009.
• Participated in a one day National Conference on “Communication in Global Business - the changing spectrum” organized by the Rajagiri School of Management on September 25, 2009
• Attended AICTE Sponsored National Conference on Recent Developments and Applications of Probability theory, Random Process and Random Variables in Computer Science , August 2008, organized by MACFAST College, Thiruvalla.
• Participated in UGC workshop on “Research methodology – Application of Contemporary Statistical Techniques for Research in Business Management”, Kochi, October 2008
• Participated in a seminar and workshop titled “Enhancing Organizational Effectiveness through Managing Change” at Rajagiri School of Management on 17th, 18th and 19th July, 2008.
• Attended International Conference on Knowledge Engineering Theory and Practices, Rajagiri College of Social Sciences, Kalamassery, Kochi, India.
• Attended the national seminar on “Emerging trends , challenges and opportunities in Database Technology” organized by Marian College, Kutikkanam in association with Mahatma Gandhi University, Kerala and UGC on 17th and 18th March,2006.
• Attended a one day workshop on “Research Methodology” by Dr. Ram A Cnaan at SBRR Mahajana First Grade College, Mysore on 27th July 2006.
• Attended a one day workshop on “Computational Aspects of Revised Simplex methods” by Dr. Hamsaveni at Pooja Bhagavat Mahajana Post Graduate College, Mysore on 26th October 2006
• Participated in two day state level workshop on “Software testing and test Automation’, Mysore, November 2006
• Attended a two day workshop on “Analysis and Design of Algorithms” organized by Kerala Education Grid Resource Centre, IIITM-K in association with IEEE-Computer Society Kerala Section on 26th and 27th of August, 2005.
• Attended a training course in Counseling organized by Department of Students Services, Mahatma Gandhi University, Kerala on 17-19 November, 2005.

• Critical Thinking by SWAYAM
• Understanding Research Methods (Authorized by University of London and SOAS University of London and offered through Coursera)
• Introduction to Enterprise Architecture (Open2Study - Enterprise Architects)

• President ,Rajagiri Staff Welfare Association,2019-2020
• Assistant Controller of Examinations,Rajagiri College,2019
• Vice President ,Rajagiri Staff Welfare Association,2019-2020.
• Member, Board of Studies, Dept. of Computer Science, Coimbatore Institute of Technology(Autonomous), Coimbatore
• Member,  Board of Studies, Dept. of Computer Science, Kongu Arts and Science College, Erode

Patent

• Registered Industrial Design: Stress Monitoring Badge, Design Registration No. 498938-001, Controller General of Patents, Designs and Trademarks, Government of India, 2026.