{"id":"https://openalex.org/W4386257494","doi":"https://doi.org/10.1109/icit58056.2023.10225793","title":"Exploring Scalable and Efficient Deployment of Machine Learning Models: A Comparative Analysis of Amazon SageMaker and Heroku","display_name":"Exploring Scalable and Efficient Deployment of Machine Learning Models: A Comparative Analysis of Amazon SageMaker and Heroku","publication_year":2023,"publication_date":"2023-08-09","ids":{"openalex":"https://openalex.org/W4386257494","doi":"https://doi.org/10.1109/icit58056.2023.10225793"},"language":"en","primary_location":{"id":"doi:10.1109/icit58056.2023.10225793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icit58056.2023.10225793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information Technology (ICIT)","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/A5101516944","display_name":"Radhika V. Kulkarni","orcid":"https://orcid.org/0000-0001-6614-6297"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Radhika V. Kulkarni","raw_affiliation_strings":["Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015225829","display_name":"Arjun Thakur","orcid":"https://orcid.org/0000-0002-2617-1284"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arjun Thakur","raw_affiliation_strings":["Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104150258","display_name":"Shravani Nalbalwar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shravani Nalbalwar","raw_affiliation_strings":["Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090244580","display_name":"Shubham Shah","orcid":"https://orcid.org/0000-0003-0996-6525"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shubham Shah","raw_affiliation_strings":["Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092712149","display_name":"Sankalp Nilesh Chordia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sankalp Chordia","raw_affiliation_strings":["Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Vishwakarma Institute of Technology,Department of Computer Engineering,Pune,India","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101516944"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1564,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.84557828,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"746","last_page":"751"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9685999751091003,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/software-deployment","display_name":"Software deployment","score":0.9386935830116272},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7255253791809082},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7126877903938293},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6882292628288269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5542223453521729},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5481725335121155},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4721284806728363},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47123441100120544},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3795730769634247},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3601927161216736},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19452911615371704},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15525323152542114}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.9386935830116272},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7255253791809082},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7126877903938293},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6882292628288269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5542223453521729},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5481725335121155},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4721284806728363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47123441100120544},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3795730769634247},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3601927161216736},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19452911615371704},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15525323152542114},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icit58056.2023.10225793","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icit58056.2023.10225793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information Technology (ICIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2295124130","https://openalex.org/W2795529642","https://openalex.org/W3016053201","https://openalex.org/W3040040993","https://openalex.org/W3045433138","https://openalex.org/W3109716229","https://openalex.org/W3120405737","https://openalex.org/W3170978381","https://openalex.org/W4200356937","https://openalex.org/W4282959211","https://openalex.org/W6779880906"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"The":[0],"efficient":[1,134],"and":[2,35,44,90,126,133,176,194,204],"scalable":[3,132],"deployment":[4,75,135,182],"of":[5,16,28,95,118,131,140,181],"machine":[6,49,119],"learning":[7,50,120],"models":[8,165,200],"is":[9,138],"paramount":[10],"for":[11,166,192],"unlocking":[12],"the":[13,86,93,104,116,128,141,185],"true":[14],"potential":[15],"artificial":[17],"intelligence":[18],"applications.":[19],"This":[20,161],"research":[21,108],"paper":[22,59,109,162,186],"undertakes":[23],"a":[24,55,68,111,151,178,189],"comprehensive":[25,179],"comparative":[26,56],"analysis":[27],"two":[29],"leading":[30],"cloud":[31,174],"platforms,":[32],"Amazon":[33,202],"SageMaker":[34,203],"Heroku":[36],"to":[37,62,170],"shed":[38],"light":[39],"on":[40],"their":[41,73],"capabilities,":[42],"features,":[43],"performance":[45],"in":[46,98,114,154,197],"facilitating":[47],"seamless":[48],"model":[51,121],"deployment.":[52],"By":[53],"presenting":[54],"analysis,":[57],"this":[58,82,107],"enables":[60],"readers":[61],"make":[63],"informed":[64],"decisions":[65],"when":[66],"selecting":[67],"platform":[69],"that":[70],"aligns":[71],"with":[72],"specific":[74],"requirements.":[76],"Going":[77],"beyond":[78],"traditional":[79],"evaluation":[80],"metrics,":[81],"study":[83,180],"also":[84],"includes":[85],"platforms'":[87],"community":[88],"support":[89],"extensibility,":[91],"highlighting":[92],"importance":[94],"developer":[96],"ecosystems":[97],"driving":[99],"innovation.":[100],"As":[101],"we":[102],"bridge":[103],"local-to-global":[105],"divide,":[106],"plays":[110],"pivotal":[112],"role":[113],"advancing":[115],"field":[117],"deployment,":[122],"fostering":[123],"cross-border":[124],"collaboration,":[125],"propelling":[127],"global":[129],"adoption":[130],"solutions.":[136],"Healthcare":[137],"one":[139],"major":[142],"segments":[143],"where":[144],"globally":[145],"accessible":[146],"tools":[147],"can":[148],"bring":[149],"about":[150],"huge":[152],"difference":[153],"tackling":[155],"health-related":[156],"problems,":[157],"especially":[158],"heart-related":[159],"predictions.":[160],"considers":[163],"baseline":[164],"heart":[167],"disease":[168],"prediction":[169],"be":[171],"deployed":[172],"over":[173],"platforms":[175],"presents":[177],"procedures.":[183],"Overall,":[184],"serves":[187],"as":[188],"concise":[190],"guide":[191],"researchers":[193],"practitioners":[195],"interested":[196],"deploying":[198],"machine-learning":[199],"using":[201],"Heroku.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}
