Developing a ML Model based solution to refine CAPTCHA - Algorithm Avengers_1 | SIH 2024

Описание к видео Developing a ML Model based solution to refine CAPTCHA - Algorithm Avengers_1 | SIH 2024

#sih2024 #machinelearning #captcha #ps1672 #scienceandtechnology #engineering

Our project, "Develop a ML Model-Based Solution to Refine CAPTCHA" for the Smart India Hackathon 2024, aims to enhance CAPTCHA systems by using an ML model to distinguish humans from bots based on behavioral data like time taken to answer the questions, mouse movement, scrolling speed, and response times.

Key Features:

Tech Stack: React.js, Node.js, Isolation Forest (ML model)
Solution: The model analyzes user behavior to improve security beyond traditional CAPTCHA.
Challenges: Data quality, real-time performance, overfitting, privacy, and evolving bot behaviors.
Benefits: Enhanced security, better user experience, fraud reduction and accessibility improvement.

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