| CPC G06F 21/6263 (2013.01) [G06N 20/20 (2019.01)] | 21 Claims |

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1. A computer-implemented method, comprising:
receiving a request to access a web page, wherein the request is associated with a user computing device, and wherein the request is received through a first communication interface associated with a communication isolation platform implemented on a platform-secured network device;
identifying a set of data privacy elements associated with the user computing device, wherein the set of data privacy elements characterize a set of features of the user computing device;
generating an artificial profile, wherein the artificial profile includes a set of modified data privacy elements, wherein the set of modified data privacy elements are generated by modifying the set of data privacy elements to decrease a likelihood of the artificial profile being flagged as fake by an unauthorized network host;
transmitting the request to access the web page, wherein the request is transmitted through a second communication interface associated with the communication isolation platform implemented on the platform-secured network device; and
facilitating a connection to the web page, wherein when the connection is established, communication traffic between the user computing device and the web page is routed through the platform-secured network device, and wherein the communication traffic includes the set of modified data privacy elements from the artificial profile.
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