{"id":"https://openalex.org/W3020531607","doi":"https://doi.org/10.1145/3318464.3386126","title":"Elastic Machine Learning Algorithms in Amazon SageMaker","display_name":"Elastic Machine Learning Algorithms in Amazon SageMaker","publication_year":2020,"publication_date":"2020-05-29","ids":{"openalex":"https://openalex.org/W3020531607","doi":"https://doi.org/10.1145/3318464.3386126","mag":"3020531607"},"language":"en","primary_location":{"id":"doi:10.1145/3318464.3386126","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3318464.3386126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042783525","display_name":"Edo Liberty","orcid":"https://orcid.org/0000-0003-3132-2785"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Edo Liberty","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048818669","display_name":"Zohar Karnin","orcid":"https://orcid.org/0009-0009-0108-289X"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zohar Karnin","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101409984","display_name":"Bing Xiang","orcid":"https://orcid.org/0000-0003-0925-7104"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bing Xiang","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072166023","display_name":"Laurence Rouesnel","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laurence Rouesnel","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053106292","display_name":"Bar\u0131\u015f Co\u015fkun","orcid":"https://orcid.org/0000-0001-6179-1481"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Baris Coskun","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109250040","display_name":"Ramesh Nallapati","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramesh Nallapati","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101496118","display_name":"Julio Delgado","orcid":"https://orcid.org/0000-0002-3431-8565"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Julio Delgado","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020816197","display_name":"Amir Sadoughi","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir Sadoughi","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075401818","display_name":"Yury Astashonok","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yury Astashonok","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072512701","display_name":"Piali Das","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Piali Das","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043736153","display_name":"Can Balioglu","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Can Balioglu","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087249118","display_name":"Saswata Chakravarty","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saswata Chakravarty","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060771724","display_name":"Madhav Jha","orcid":"https://orcid.org/0000-0001-8528-4257"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madhav Jha","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032382910","display_name":"Philip Gautier","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip Gautier","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019501294","display_name":"D Arpin","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Arpin","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026334888","display_name":"Tim Januschowski","orcid":"https://orcid.org/0000-0002-6475-1626"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tim Januschowski","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005126104","display_name":"Valent\u00edn Flunkert","orcid":"https://orcid.org/0000-0001-7556-5602"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Valentin Flunkert","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409325","display_name":"Yuyang Wang","orcid":"https://orcid.org/0000-0002-0527-9720"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuyang Wang","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048713693","display_name":"Jan Gasthaus","orcid":"https://orcid.org/0000-0002-2007-773X"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jan Gasthaus","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028410511","display_name":"Lorenzo Stella","orcid":"https://orcid.org/0000-0002-8304-7327"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lorenzo Stella","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020003974","display_name":"Syama Sundar Rangapuram","orcid":"https://orcid.org/0000-0002-9357-0154"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Syama Rangapuram","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078696011","display_name":"David Salinas","orcid":"https://orcid.org/0000-0002-8980-4018"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Salinas","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090934117","display_name":"Sebastian Schelter","orcid":"https://orcid.org/0000-0003-4722-5840"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sebastian Schelter","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090351022","display_name":"Alex Smola","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex Smola","raw_affiliation_strings":["Amazon AI, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Amazon AI, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":24,"corresponding_author_ids":["https://openalex.org/A5042783525"],"corresponding_institution_ids":["https://openalex.org/I1311688040"],"apc_list":null,"apc_paid":null,"fwci":9.8647,"has_fulltext":false,"cited_by_count":101,"citation_normalized_percentile":{"value":0.98471865,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"731","last_page":"737"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.813352108001709},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8108624219894409},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7560572624206543},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.7218464016914368},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.6836004257202148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6288798451423645},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5333468914031982},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5185085535049438},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.48284560441970825},{"id":"https://openalex.org/keywords/amazon-rainforest","display_name":"Amazon rainforest","score":0.4434347152709961},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.18232983350753784},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1526062786579132}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.813352108001709},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8108624219894409},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7560572624206543},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.7218464016914368},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6836004257202148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6288798451423645},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5333468914031982},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5185085535049438},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.48284560441970825},{"id":"https://openalex.org/C535291247","wikidata":"https://www.wikidata.org/wiki/Q177567","display_name":"Amazon rainforest","level":2,"score":0.4434347152709961},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.18232983350753784},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1526062786579132},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3318464.3386126","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3318464.3386126","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1521064342","https://openalex.org/W2073459066","https://openalex.org/W2074694452","https://openalex.org/W2083842231","https://openalex.org/W2094286023","https://openalex.org/W2096544401","https://openalex.org/W2108399535","https://openalex.org/W2114409719","https://openalex.org/W2116512828","https://openalex.org/W2118190603","https://openalex.org/W2123297508","https://openalex.org/W2127941149","https://openalex.org/W2142838865","https://openalex.org/W2150593711","https://openalex.org/W2189162242","https://openalex.org/W2229238337","https://openalex.org/W2255575265","https://openalex.org/W2357449897","https://openalex.org/W2613873989","https://openalex.org/W2743948853","https://openalex.org/W2753069234","https://openalex.org/W2905588001","https://openalex.org/W2907061627","https://openalex.org/W2908353362","https://openalex.org/W2926314329","https://openalex.org/W2951286080","https://openalex.org/W2951376990","https://openalex.org/W2951781666","https://openalex.org/W2952763188","https://openalex.org/W2963288913","https://openalex.org/W2963773425","https://openalex.org/W2963798749","https://openalex.org/W2971428651","https://openalex.org/W2980994438","https://openalex.org/W6676483098","https://openalex.org/W6757892620"],"related_works":["https://openalex.org/W3022229171","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W2913190967","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W2775233965","https://openalex.org/W587719479","https://openalex.org/W2610007503"],"abstract_inverted_index":{"There":[0],"is":[1,21,55,62],"a":[2,23],"large":[3,108],"body":[4],"of":[5,69,117],"research":[6],"on":[7,16,107],"scalable":[8],"machine":[9],"learning":[10,81],"(ML).":[11],"Nevertheless,":[12],"training":[13],"ML":[14,43,64,95,118],"models":[15],"large,":[17],"continuously":[18],"evolving":[19],"datasets":[20],"still":[22],"difficult":[24],"and":[25,31,37,74,79,129],"costly":[26],"undertaking":[27],"for":[28,40],"many":[29],"companies":[30],"institutions.":[32],"We":[33,88],"discuss":[34],"such":[35,59],"challenges":[36],"derive":[38],"requirements":[39],"an":[41,63,104],"industrial-scale":[42],"platform.":[44],"Next,":[45],"we":[46,102,121],"describe":[47],"the":[48],"computational":[49,99],"model":[50],"behind":[51],"Amazon":[52,70],"SageMaker,":[53],"which":[54,120],"designed":[56],"to":[57,91,97,112,126],"meet":[58],"challenges.":[60],"SageMaker":[61,111],"platform":[65],"provided":[66],"as":[67,82,84],"part":[68],"Web":[71],"Services":[72],"(AWS),":[73],"supports":[75],"incremental":[76],"training,":[77],"resumable":[78],"elastic":[80],"well":[83],"automatic":[85],"hyperparameter":[86],"optimization.":[87],"detail":[89],"how":[90],"adapt":[92],"several":[93,113],"popular":[94],"algorithms":[96],"its":[98],"model.":[100],"Finally,":[101],"present":[103],"experimental":[105],"evaluation":[106],"datasets,":[109],"comparing":[110],"scalable,":[114],"JVM-based":[115],"implementations":[116],"algorithms,":[119],"significantly":[122],"outperform":[123],"with":[124],"regard":[125],"computation":[127],"time":[128],"cost.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":2}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}
