Rise of fake profiles on platforms like, Instagram possess significant challenges related to user privacy, security, and trust.This work presents a challenging task to identify and classify fake Instagram profiles using machine learning techniques.The findings of this research contribute to the ongoing efforts to combat the issue of fake profiles on Instagram and other social media platforms.By leveraging machine learning techniques and other comprehensive feature set, the proposed model demonstrates promising results in identifying and classifying fake profiles, thereby promoting a safer and more trustworthy online environment.This research opens avenues for further exploration, including the integration of real-time data streams and the adaptation of the model to other social media platforms.
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