{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11475657","patent":{"patent_number":"US-11475657","title":"Machine learning algorithm trained to identify algorithmically populated shopping carts as candidates for verification","assignee":null,"inventors":[],"filing_date":"2021-02-12T00:00:00.000Z","publication_date":"2022-10-18T00:00:00.000Z","cpc_codes":["G06Q","G06V","G06N","G06N","G06N","G06Q","G06Q","H04N","H04N","H04N","H04N","H04N","H04N"],"num_claims":20,"abstract":"An apparatus includes a memory and processor. The memory stores a machine learning algorithm configured to decide whether to use a virtual shopping cart to verify all or a portion of a transaction performed with an algorithmic shopping cart. The processor receives feedback for a decision made by the algorithm, indicating whether the algorithmic and virtual carts match. The processor assigns a reward to the feedback. A first positive reward is assigned when the virtual shopping cart is not used for verification, and the feedback indicates that the carts match. A second positive reward is assigned when the virtual cart is used for verification, and the feedback indicates that the carts do not match. A first negative reward is assigned when the virtual shopping cart is not used for verification, and the feedback indicates that the carts do not match. A second negative reward is assigned when the virtual cart is used for verification, and the feedback indicates that the carts match. The processor uses the reward to update the algorithm."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine learning algorithm trained to identify algorithmically populated shopping carts as candidates for verification","description":"An apparatus includes a memory and processor. The memory stores a machine learning algorithm configured to decide whether to use a virtual shopping cart to verify all or a portion of a transaction per","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11475657","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-11475657","citation_suggestion":"Patentable. \"Machine learning algorithm trained to identify algorithmically populated shopping carts as candidates for verification\" (US-11475657). https://patentable.app/patents/US-11475657","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11475657","json":"https://patentable.app/api/llm-context/US-11475657","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T22:21:32.734Z"}