Abstract Violence is a prevalent societal issue that poses significant threats to individuals and communities. To address this challenge. researchers have developed various machine learning models to detect and prevent violent incidents. The violence detection problem statement is a critical challenge that requires innovative and collaborative solutions. https://ashleyshomestores.shop/product-category/36-induction-cooktop/