{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11244242","patent":{"patent_number":"US-11244242","title":"Technologies for distributing gradient descent computation in a heterogeneous multi-access edge computing (MEC) networks","assignee":null,"inventors":[],"filing_date":"2018-12-28T00:00:00.000Z","publication_date":"2022-02-08T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06N","G06V","G06V","G06V","H04L","H04L","H04L","H04L","G06N","G06N","H04L"],"num_claims":24,"abstract":"Systems, apparatuses, methods, and computer-readable media, are provided for distributed machine learning (ML) training using heterogeneous compute nodes in a heterogeneous computing environment, where the heterogeneous compute nodes are connected to a master node via respective wireless links. ML computations are performed by individual heterogeneous compute nodes on respective training datasets, and a master combines the outputs of the ML computations obtained from individual heterogeneous compute nodes. The ML computations are balanced across the heterogeneous compute nodes based on knowledge of network conditions and operational constraints experienced by the heterogeneous compute nodes. Other embodiments may be described and/or claimed."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Technologies for distributing gradient descent computation in a heterogeneous multi-access edge computing (MEC) networks","description":"Systems, apparatuses, methods, and computer-readable media, are provided for distributed machine learning (ML) training using heterogeneous compute nodes in a heterogeneous computing environment, wher","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11244242","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-11244242","citation_suggestion":"Patentable. \"Technologies for distributing gradient descent computation in a heterogeneous multi-access edge computing (MEC) networks\" (US-11244242). https://patentable.app/patents/US-11244242","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11244242","json":"https://patentable.app/api/llm-context/US-11244242","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T22:14:53.196Z"}