{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11514355","patent":{"patent_number":"US-11514355","title":"Flat representation of machine learning model","assignee":null,"inventors":[],"filing_date":"2018-06-20T00:00:00.000Z","publication_date":"2022-11-29T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06N","G06N","G06N"],"num_claims":20,"abstract":"The example embodiments are directed to a system and method for deploying a machine learning model using a parse-free memory allocation. In one example, the method may include one or more of receiving a request to deploy a machine learning model, in response to receiving the request, creating a memory map comprising a mapping of a data structure for storing an unpacked flat representation of the machine learning model, allocating a contiguous block of memory of the data structure that is mapped by the memory map, loading data blocks of the unpacked flat representation of the machine learning model into the allocated contiguous blocks of memory of the data structure, and storing an offset associated with the contiguous block of memory in storage."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Flat representation of machine learning model","description":"The example embodiments are directed to a system and method for deploying a machine learning model using a parse-free memory allocation. In one example, the method may include one or more of receiving","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11514355","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-11514355","citation_suggestion":"Patentable. \"Flat representation of machine learning model\" (US-11514355). https://patentable.app/patents/US-11514355","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11514355","json":"https://patentable.app/api/llm-context/US-11514355","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T10:00:14.044Z"}