{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11288595","patent":{"patent_number":"US-11288595","title":"Minimizing memory and processor consumption in creating machine learning models","assignee":null,"inventors":[],"filing_date":"2018-02-13T00:00:00.000Z","publication_date":"2022-03-29T00:00:00.000Z","cpc_codes":["G06N","G06N","G06N","G06N"],"num_claims":25,"abstract":"The system presented here can create a new machine learning model by improving and combining existing machine learning models in a modular way. By combining existing machine learning models, the system can avoid the step of training a new machine model. Further, by combining existing machine models in a modular way, the system can selectively train only a module, i.e. a part, of the new machine learning model. Using the disclosed system, the expensive steps of gathering 8 TB of data and using the data to train the new machine learning model over 16,000 processors for three days can be entirely avoided, or can be reduced by a half, a third, etc. depending on the size of the module requiring training."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Minimizing memory and processor consumption in creating machine learning models","description":"The system presented here can create a new machine learning model by improving and combining existing machine learning models in a modular way. By combining existing machine learning models, the syste","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11288595","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-11288595","citation_suggestion":"Patentable. \"Minimizing memory and processor consumption in creating machine learning models\" (US-11288595). https://patentable.app/patents/US-11288595","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11288595","json":"https://patentable.app/api/llm-context/US-11288595","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T14:57:10.898Z"}