{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11257005","patent":{"patent_number":"US-11257005","title":"Training method and training system for machine learning system","assignee":null,"inventors":[],"filing_date":"2018-08-31T00:00:00.000Z","publication_date":"2022-02-22T00:00:00.000Z","cpc_codes":["G06N","G06F","G06N","G06N","G06N"],"num_claims":20,"abstract":"A training method and a training system for a machine learning system are provided. The method includes allocating training data to a plurality of working machines; dividing training data allocated by each working machine into a plurality of data pieces; obtaining a local weight and a local loss function value calculated by each working machine based on each data piece; aggregating the local weight and the local loss function value calculated by each work machine based on each data piece to obtain a current weight and a current loss function value; performing model abnormality detection using the current weight and/or the current loss function value; inputting a weight and a loss function value of a previous aggregation to the machine learning system for training in response to a result of the model abnormality detection being a first type of abnormality; and modifying the current weight and/or the current loss function value to a current weight and/or a current loss function value within a first threshold in response to the result of the model abnormality detection being a second type of abnormality, and inputting thereof to the machine learning system for training."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Training method and training system for machine learning system","description":"A training method and a training system for a machine learning system are provided. The method includes allocating training data to a plurality of working machines; dividing training data allocated by","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11257005","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-11257005","citation_suggestion":"Patentable. \"Training method and training system for machine learning system\" (US-11257005). https://patentable.app/patents/US-11257005","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11257005","json":"https://patentable.app/api/llm-context/US-11257005","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T11:37:38.159Z"}