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Title: :  ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS
PaperId: :  22804
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22804
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MR. B. V. SATHISH KUMARVASIREDDY VENKATADRI INSTITUTE OF TECHNOLOGY
NELLURI TEJ KUMARVASIREDDY VENKATADRI INSTITUTE OF TECHNOLOGY
MARTHATI REVANTHVASIREDDY VENKATADRI INSTITUTE OF TECHNOLOGY
NALLAM SAI MANIKANTAVASIREDDY VENKATADRI INSTITUTE OF TECHNOLOGY
KADARI HARI KRISHNAVASIREDDY VENKATADRI INSTITUTE OF TECHNOLOGY

Abstract

MACHINE LEARNING FOR CYBERSECURITY
Spam Email Detection , Accuracy , Naive Bayes Multinomial Algorithm, probability and web page
This project introduces an innovative solution for enhanced spam email detection utilizing the Naive Bayes Multinomial algorithm. In response to the persistent challenge of spam emails inundating inboxes, our system leverages machine learning to achieve superior accuracy in distinguishing between spam (unsolicited) and ham (legitimate) emails. By harnessing the power of probabilistic classification, our approach effectively filters out unwanted messages, contributing to a more secure and streamlined email experience. Through continuous refinement, we prioritize accuracy improvement and have implemented mechanisms for user feedback to address any issues and enhance the system's performance further. Moreover, we have developed a user-friendly web interface that enables users to conveniently check the classification of their emails in real-time. This interface empowers users to efficiently manage their inbox by quickly identifying and filtering potential spam messages. Through rigorous experimentation and evaluation, our system demonstrates promising results, showcasing significant improvements in spam detection accuracy compared to traditional methods. Our project not only enhances email security but also enhances productivity by minimizing the time and effort required to manage spam emails

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IJARIIE MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. "ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 953-961
MLA MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. "ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 953-961.
APA MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, & KADARI HARI KRISHNA. (2024). ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 953-961.
Chicago MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. "ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 953-961.
Oxford MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. 'ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 953-961. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/ENHANCING_SPAM_EMAIL_DETECTION_USING_MACHINE_LEARNING_ALGORITHMS_ijariie22804.pdf (Accessed : ).
Harvard MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. (2024) 'ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 953-961IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/ENHANCING_SPAM_EMAIL_DETECTION_USING_MACHINE_LEARNING_ALGORITHMS_ijariie22804.pdf (Accessed : )
IEEE MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA, "ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 953-961, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/ENHANCING_SPAM_EMAIL_DETECTION_USING_MACHINE_LEARNING_ALGORITHMS_ijariie22804.pdf [Accessed : ].
Turabian MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. "ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver MR. B. V. SATHISH KUMAR, NELLURI TEJ KUMAR, MARTHATI REVANTH, NALLAM SAI MANIKANTA, and KADARI HARI KRISHNA. ENHANCING SPAM EMAIL DETECTION USING MACHINE LEARNING ALGORITHMS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 953-961. Available from: https://ijariie.com/AdminUploadPdf/ENHANCING_SPAM_EMAIL_DETECTION_USING_MACHINE_LEARNING_ALGORITHMS_ijariie22804.pdf
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