Zscaler, Inc.

Uday Pratap Singh

Narinder Paul

Deepen Desai

Shashank Gupta

Rex Shang

Howie Xu

Changsha Ma

Parnit Sainion

Tarun Dewan

Bharath Meesala

Naveen Selvan

Nirmal Singh

Rakshitha Hedge

Systems and methods include performing inline monitoring of production traffic between users, the Internet, and cloud services via a cloud-based system; utilizing a trained machine learning model to inspect static properties of files in the production traffic; and classifying the traffic as one of malicious or benign based on the trained machine learning model.

Utilizing machine learning to detect malicious executable files efficiently and effectively

Systems and methods include determining a plurality of features associated with executable files, wherein the plurality of features are each based on static properties in predefined structure of the executable files; obtaining training data that includes samples of benign executable files and malicious executable files; extracting the plurality of features from the training data; and utilizing the extracted plurality of features to train a machine learning model to detect malicious executable files.

Utilizing Machine Learning to detect malicious executable files efficiently and effectively

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Mohali, India

Uday Pratap Singh