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Title: :  SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN
PaperId: :  26050
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26050
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Binoy ShijuHoly Grace Academy Of Engineering
Arathy K LHoly Grace Academy Of Engineering
ADINATH MANOJHoly Grace Academy Of Engineering
ANRIYA JAISONHoly Grace Academy Of Engineering

Abstract

COMPUTER ENGINEERING
Password,CNN,LSTM,Password Strength
The Password Strength Analyzer using AI and Machine Learning is a web-based application designed to assess and enhance password security using a hybrid LSTM-CNN model. The system comprises a user-friendly frontend developed with HTML, CSS, and JavaScript, which allows users to input their passwords and receive instant feedback on their strength, score, and recommendations for improvement. The backend, built with Flask and TensorFlow, uses a pre-trained deep learning model that integrates Conv1D (CNN) for local pattern extraction and LSTM layers for capturing sequential dependencies, ensuring precise classification into Weak, Medium, or Strong categories. The model is trained on a large password dataset, tokenized at the character level, and uses padded sequences to maintain consistency. Additionally, the system performs real-time leak detection by querying the "Have I Been Pwned" API, checking if the password has appeared in known data breaches. The application also offers actionable recommendations, such as adding uppercase letters, digits, or special characters, to help users create stronger, more secure passwords. This tool provides an effective and interactive solution for promoting better password practices and strengthening online security.

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IJARIIE Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 954-961
MLA Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 954-961.
APA Binoy Shiju, Arathy K L, ADINATH MANOJ, & ANRIYA JAISON. (2025). SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 954-961.
Chicago Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 954-961.
Oxford Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. 'SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 954-961. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf (Accessed : ).
Harvard Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. (2025) 'SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 954-961IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf (Accessed : )
IEEE Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON, "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 954-961, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf [Accessed : ].
Turabian Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. "SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Binoy Shiju, Arathy K L, ADINATH MANOJ, and ANRIYA JAISON. SURVEY ON PASSWORD STRENGTH ANALYZER USING LSTM AND CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 954-961. Available from: https://ijariie.com/AdminUploadPdf/SURVEY_ON_PASSWORD_STRENGTH_ANALYZER_USING_LSTM_AND_CNN_ijariie26050.pdf
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