{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11301438","patent":{"patent_number":"US-11301438","title":"System for automated data engineering for large scale machine learning","assignee":null,"inventors":[],"filing_date":"2020-09-02T00:00:00.000Z","publication_date":"2022-04-12T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F"],"num_claims":10,"abstract":"Accordingly, a data engineering system for machine learning at scale is disclosed. In one embodiment, the data engineering system includes an ingest processing module having a schema update submodule and a feature statistics update submodule, wherein the schema update submodule is configured to discover new features and add them to a schema, and wherein the feature statistics update submodule collects statistics for each feature to be used in an online transformation, a record store to store data from a data source, and a transformation module, to receive a low dimensional data instance from the record store and to receive the schema and feature statistics from the ingest processing module, and to transform the low dimensional data instance into a high dimensional representation. One embodiment provides a method for data engineering for machine learning at scale, the method including calling a built-in feature transformation or defining a new transformation, specifying a data source and compressing and storing the data, providing ingest-time processing by automatically analyzing necessary statistics for features, and then generating a schema for a dataset for subsequent data engineering. Other embodiments are disclosed herein."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"System for automated data engineering for large scale machine learning","description":"Accordingly, a data engineering system for machine learning at scale is disclosed. In one embodiment, the data engineering system includes an ingest processing module having a schema update submodule ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11301438","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-11301438","citation_suggestion":"Patentable. \"System for automated data engineering for large scale machine learning\" (US-11301438). https://patentable.app/patents/US-11301438","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11301438","json":"https://patentable.app/api/llm-context/US-11301438","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T11:53:00.352Z"}