ENHANCED MALICIOUS ATTACKS DETECTION
USING MACHINE LEARNING
A PROJECT REPORT
Submitted by
JABANESHA S (962220622012)
in partial fulfillment for the award of the degree of
MASTER OF COMPUTER APPLICATIONS
ST. XAVIER’S CATHOLIC COLLEGE OF
ENGINEERING
CHUNKANKADAI, NAGERCOIL – 629 003
ANNA UNIVERSITY :: CHENNAI - 600 025
AUGUST – 2022
ANNA UNIVERSITY, CHENNAI – 600 025
BONAFIDE CERTIFICATE
Certified that this Report titled “ENHANCED MALICIOUS ATTACK
DETECTION USING MACHINE LEARNING” is the bonafide work of
JABANESHA S (962220622012) who carried out the work under my supervision.
Certified further that to the best of my knowledge the work reported here in does not
form part of any other thesis or dissertation based on which a degree or award was
conferred on an earlier occasion on this or any other candidate.
Signature of Guide Signature of HOD
Dr. M. Jeyasutha, MCA, M.Phil., Ph.D. Dr. M.M. Janeela Theresa, M.Sc., M.Phil., Ph.D.
Assistant Professor, Associate Professor and Head,
Department of Computer Applications, Department of Computer Applications,
St. Xavier’s Catholic College of Engineering St. Xavier’s Catholic College of Engineering
Chunkankadai, Nagercoil – 629003 Chunkankadai, Nagercoil - 629003
Submitted for the MCA degree Project Viva-voce Examination held at St.
Xavier’s Catholic College of Engineering on_________________
Internal Examiner External Examiner
ACKNOWLEDGEMENT
I express my great thanks to Lord Almighty with a feeling of gratitude for the
benefits I received and enable me to complete it successfully with his gratuitous
blessing.
I am very thankful to Correspondent Rev. Dr. Maria William, Ph.D., and
Principal Dr. J. Maheswaran, M.E., Ph.D., FIE, MISTE for providing the facilities
to do this project.
I take this opportunity to extend my sincere thanks to Dr. M.M. Janeela
Theresa, M.Sc., M.Phil., Ph.D., Head of the Department, Department of Computer
Applications for providing valuable suggestions and constant encouragement at all
stages.
I take this opportunity to extend my sincere thanks to my Guide Dr. M.
Jeyasutha, MCA, M.Phil., Ph.D. Assistant Professor, Department of Computer
Applications for her timely guidance and support, and allowing us to have a fruitful
decision throughout the course of my work.
I thank all the staff members of Department of Computer Applications for
rendering me help and immense encouragement.
Here, I also wish to thank my parents, friends and all those who have helped me
in this endeavor.
JABANESHA S
(962220622012)