{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11995574","patent":{"patent_number":"US-11995574","title":"Explainable machine learning predictions","assignee":null,"inventors":[],"filing_date":"2019-11-19T00:00:00.000Z","publication_date":"2024-05-28T00:00:00.000Z","cpc_codes":["G06N","G06N","G06N","G06N"],"num_claims":20,"abstract":"Systems, methods, and computer products are described herein for explainable machine learning predictions. An application receives data including a specification that defines a trained machine learning (ML) model. The application parses a model description of the trained ML model. An engine factory creates an instance of an engine based on the model description. The application generates a user interface (UI) for requesting a prediction and an associated explanation using the engine. The UI receives user input data including a requested prediction having one or more influencers. The engine determines and provides the prediction and the associated explanation based on the user input data."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Explainable machine learning predictions","description":"Systems, methods, and computer products are described herein for explainable machine learning predictions. An application receives data including a specification that defines a trained machine learnin","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11995574","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-11995574","citation_suggestion":"Patentable. \"Explainable machine learning predictions\" (US-11995574). https://patentable.app/patents/US-11995574","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11995574","json":"https://patentable.app/api/llm-context/US-11995574","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T10:39:09.257Z"}