{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12001948","patent":{"patent_number":"US-12001948","title":"Machine trained network using novel coding techniques","assignee":null,"inventors":[],"filing_date":"2017-12-08T00:00:00.000Z","publication_date":"2024-06-04T00:00:00.000Z","cpc_codes":["G06N","G06N","G06N","G06N","G06N"],"num_claims":21,"abstract":"Some embodiments of the invention provide a machine-trained method that selects an output from a plurality of outputs by processing an input. The method uses layers of machine-trained processing nodes to process the input to produce a multi-dimensional codeword. The method generates a set of affinity scores with each affinity score identifying the proximity of the produced codeword to a codeword in a first set of previously defined codewords. The method compares the set of affinity scores generated for the produced codeword with sets of affinity scores previously generated for the first-set codewords that express the proximity of the first-set codewords to a second set of codewords. The method identifies the first-set codeword that has the affinity score set that best matches the affinity score set generated for the produced codeword. The method selects the associated output of the identified first-set codeword as the output of the network."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine trained network using novel coding techniques","description":"Some embodiments of the invention provide a machine-trained method that selects an output from a plurality of outputs by processing an input. The method uses layers of machine-trained processing nodes","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12001948","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-12001948","citation_suggestion":"Patentable. \"Machine trained network using novel coding techniques\" (US-12001948). https://patentable.app/patents/US-12001948","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12001948","json":"https://patentable.app/api/llm-context/US-12001948","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T02:42:09.674Z"}