{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11244340","patent":{"patent_number":"US-11244340","title":"Method and system for using machine learning techniques to identify and recommend relevant offers","assignee":null,"inventors":[],"filing_date":"2018-01-19T00:00:00.000Z","publication_date":"2022-02-08T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06F","G06N","G06N","G06N","G06Q","G06Q","G06Q"],"num_claims":6,"abstract":"User data from users/consumers is transformed into machine learning training data including historical offer attribute model training data, historical offer performance model training data, and user attribute model training data associated with two or more users/consumers, and, in some cases, millions, tens of millions, or hundreds of millions or more, users/consumers. The machine learning training data is then used to train one or more offer/attribute matching models in an offline training environment. A given current user's data and current offer data are then provided as input data to the offer/attribute matching models in an online runtime/execution environment to identify current offers predicted to have a threshold level of user interest. Recommendation data representing these offers is then provided to the user and the current user's actions with respect to the recommended offers is monitored and used as online training data."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Method and system for using machine learning techniques to identify and recommend relevant offers","description":"User data from users/consumers is transformed into machine learning training data including historical offer attribute model training data, historical offer performance model training data, and user a","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11244340","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-11244340","citation_suggestion":"Patentable. \"Method and system for using machine learning techniques to identify and recommend relevant offers\" (US-11244340). https://patentable.app/patents/US-11244340","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11244340","json":"https://patentable.app/api/llm-context/US-11244340","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T23:56:10.875Z"}