{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11295231","patent":{"patent_number":"US-11295231","title":"Systems, methods, and computer-readable media for parallel stochastic gradient descent with linear and non-linear activation functions","assignee":null,"inventors":[],"filing_date":"2017-05-22T00:00:00.000Z","publication_date":"2022-04-05T00:00:00.000Z","cpc_codes":["G06N","G06F","G06N","G06N","G06N"],"num_claims":15,"abstract":"Systems, methods, and computer-readable media are disclosed for parallel stochastic gradient descent using linear and non-linear activation functions. One method includes: receiving a set of input examples; receiving a global model; and learning a new global model based on the global model and the set of input examples by iteratively performing the following steps: computing a plurality of local models having a plurality of model parameters based on the global model and at least a portion of the set of input examples; computing, for each local model, a corresponding model combiner based on the global model and at least a portion of the set of input examples; and combining the plurality of local models into the new global model based on the current global model and the plurality of corresponding model combiners."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Systems, methods, and computer-readable media for parallel stochastic gradient descent with linear and non-linear activation functions","description":"Systems, methods, and computer-readable media are disclosed for parallel stochastic gradient descent using linear and non-linear activation functions. One method includes: receiving a set of input exa","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11295231","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-11295231","citation_suggestion":"Patentable. \"Systems, methods, and computer-readable media for parallel stochastic gradient descent with linear and non-linear activation functions\" (US-11295231). https://patentable.app/patents/US-11295231","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11295231","json":"https://patentable.app/api/llm-context/US-11295231","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T21:12:22.874Z"}