{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11263549","patent":{"patent_number":"US-11263549","title":"Method, apparatus, and system for in-vehicle data selection for feature detection model creation and maintenance","assignee":null,"inventors":[],"filing_date":"2018-03-22T00:00:00.000Z","publication_date":"2022-03-01T00:00:00.000Z","cpc_codes":["G06V","G05D","G05D","G06F","G06N","G06N","G06N","G06V","G06V","G06V"],"num_claims":20,"abstract":"An approach is provided for selecting training observations for machine learning models. The approach involves determining a first distribution of a plurality of features observed in the training data set, and a second distribution of the plurality of features observed in the candidate pool of observations. The approach further involves selecting one or more observations in the candidate pool of observations for annotation based on the first distribution and the second distribution. The approach further involves adding the one or more observations to the training data set after annotation. The training data set is used for training the machine learning model."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Method, apparatus, and system for in-vehicle data selection for feature detection model creation and maintenance","description":"An approach is provided for selecting training observations for machine learning models. The approach involves determining a first distribution of a plurality of features observed in the training data","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11263549","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-11263549","citation_suggestion":"Patentable. \"Method, apparatus, and system for in-vehicle data selection for feature detection model creation and maintenance\" (US-11263549). https://patentable.app/patents/US-11263549","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11263549","json":"https://patentable.app/api/llm-context/US-11263549","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T22:13:34.298Z"}