Patent ID: 11880646
Assignee: nan
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 6:
7. A system comprising
a central server, wherein the central server is a hardware server; and
a dynamic content optimization system comprising:
a collection engine;
a news server;
an optimization engine comprising a filter engine and a markup engine;
an intake module;
a client setup engine;
a client website comprising an optimized content display module;
wherein the dynamic content optimization system comprises a learning track and an autonomous track;
wherein the dynamic content optimization system creates the client website using data gathered from the collection engine;
wherein the collection engine gathers outside content for storage within the news server;
wherein the filter engine further comprises a testing module;
wherein the testing module splits text data into an x-validation variable signifying acceptable content and a y-validation variable signifying unacceptable content;
wherein the testing module finds a vector for each text in the x-validation variable or y-validation variable, maps the vector and compares it against a threshold to determine a prediction accuracy;
wherein only the x-validation variable text data is transformed into numerical input for testing against newly retrieved data pulled from the news server; and
wherein the optimization engine retrieves content from the news server, preprocesses the content for comparison against previously rejected data, compares the content for rejection, marks up non-rejected content and forwards the marked up non-rejected content to the content display module for display on the client website based at least in part on the prediction accuracy.