Abstract: Aspects of the disclosure relate to detecting and identifying malicious sites using machine learning. A computing platform may receive a uniform resource locator (URL). The computing platform may parse and/or tokenize the URL to reduce the URL into a plurality of components. The computing platform may identify human-engineered features of the URL. The computing platform may compute a vector representation of the URL to identify deep learned features of the URL. The computing platform may concatenate the human-engineered features of the URL to the deep learned features of the URL, resulting in a concatenated vector representation. By inputting the concatenated vector representation of the URL to a URL classifier, the computing platform may compute a phish classification score. In response to determining that the phish classification score exceeds a first phish classification threshold, the computing platform may cause a cybersecurity server to perform a first action.

Abstract: Aspects of the disclosure relate to detecting and identifying malicious sites using machine learning. A computing platform may receive a uniform resource locator (URL). The computing platform may parse and/or tokenize the URL to reduce the URL into a plurality of components. The computing platform may identify human-engineered features of the URL. The computing platform may compute a vector representation of the URL to identify deep learned features of the URL. The computing platform may concatenate the human-engineered features of the URL to the deep learned features of the URL, resulting in a concatenated vector representation. By inputting the concatenated vector representation of the URL to a URL classifier, the computing platform may compute a phish classification score. In response to determining that the phish classification score exceeds a first phish classification threshold, the computing platform may cause a cybersecurity server to perform a first action.

Abstract: A sonar imaging system, that includes a control head with a user interface and a display unit for displaying a sonar-generated image, is provided. A sonar transducer assembly is coupled to the control head and configured to transmit sonar data to the control head. The sonar data is used to generate the sonar-generated image. The sonar transducer assembly includes a first side scan acoustic sonar element that transmits a sonar beam. The sonar transducer assembly further includes a plurality of sonar beam receiving elements. Each receiving element is arranged to receive a portion of the return beam from the first side scan acoustic sonar element. Each of the plurality of sonar beam receiving elements is configured to identify both a depth and a lateral distance of an underwater object relative to the position of the sonar transducer assembly.