{"id":"https://openalex.org/W4391148892","doi":"https://doi.org/10.1109/icca59364.2023.10401515","title":"From Models to Microservices: Easily Operationalizing Machine Learning models","display_name":"From Models to Microservices: Easily Operationalizing Machine Learning models","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4391148892","doi":"https://doi.org/10.1109/icca59364.2023.10401515"},"language":"en","primary_location":{"id":"doi:10.1109/icca59364.2023.10401515","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icca59364.2023.10401515","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 Computer and Applications (ICCA)","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/A5093489251","display_name":"Deven Panchal","orcid":"https://orcid.org/0000-0001-6431-6328"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Deven Panchal","raw_affiliation_strings":["AT&T,Middletown,NJ,USA"],"affiliations":[{"raw_affiliation_string":"AT&T,Middletown,NJ,USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093489252","display_name":"Isilay Baran","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Isilay Baran","raw_affiliation_strings":["AT&T,Middletown,NJ,USA"],"affiliations":[{"raw_affiliation_string":"AT&T,Middletown,NJ,USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093489253","display_name":"Dan Musgrove","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dan Musgrove","raw_affiliation_strings":["AT&T,Middletown,NJ,USA"],"affiliations":[{"raw_affiliation_string":"AT&T,Middletown,NJ,USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084368894","display_name":"David Lu","orcid":"https://orcid.org/0000-0002-3263-4476"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Lu","raw_affiliation_strings":["AT&T,Dallas,TX,USA"],"affiliations":[{"raw_affiliation_string":"AT&T,Dallas,TX,USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5093489251"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2037,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.81014706,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9970999956130981,"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"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/microservices","display_name":"Microservices","score":0.9260835647583008},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8428345918655396},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.6608205437660217},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5797622203826904},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.5325658917427063},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.5275299549102783},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4567048251628876},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4368385672569275},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3927461504936218},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.23835346102714539},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.220747709274292}],"concepts":[{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.9260835647583008},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8428345918655396},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.6608205437660217},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5797622203826904},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5325658917427063},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.5275299549102783},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4567048251628876},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4368385672569275},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3927461504936218},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.23835346102714539},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.220747709274292},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icca59364.2023.10401515","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icca59364.2023.10401515","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 Computer and Applications (ICCA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2606722458","https://openalex.org/W2963035503","https://openalex.org/W2970959587","https://openalex.org/W3006210340","https://openalex.org/W3099432326","https://openalex.org/W3178436058","https://openalex.org/W3210418146","https://openalex.org/W4389724966","https://openalex.org/W4390401817","https://openalex.org/W4392015278","https://openalex.org/W4392489992","https://openalex.org/W6687241523","https://openalex.org/W6862292175","https://openalex.org/W6893084607"],"related_works":["https://openalex.org/W4210334847","https://openalex.org/W3181741639","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W4225586032","https://openalex.org/W3003367851","https://openalex.org/W1492892507","https://openalex.org/W3119944216","https://openalex.org/W2994988622","https://openalex.org/W2944277854"],"abstract_inverted_index":{"Although":[0],"Machine":[1],"Learning":[2,5],"and":[3,16,69,76,169,193,219,221,236,264,273],"Deep":[4],"have":[6,99],"advanced":[7],"significantly":[8],"in":[9,117,190,207],"their":[10],"ability":[11],"to":[12,31,57,98,107,119,139,147,166,203,241,269],"perform":[13],"supervised,":[14],"unsupervised":[15],"reinforcement":[17],"learning":[18],"tasks":[19],"quite":[20],"well,":[21],"integrating":[22],"them":[23,122,151],"into":[24],"applications":[25,73],"for":[26,46,81,260],"which":[27],"they":[28,233],"are":[29,43,74],"meant":[30],"provide":[32,200],"intelligence":[33],"is":[34,78,175],"not":[35],"as":[36,38,152,276],"seamless":[37],"it":[39,77,105,271,275],"should":[40],"be.":[41],"There":[42],"many":[44],"reasons":[45],"this":[47,173],"-":[48,176],"primary":[49],"being":[50],"that":[51,198,232],"the":[52,59,63,109,131,204,251],"kind":[53],"of":[54,88,95,130],"skills":[55],"needed":[56],"understand":[58,62],"business":[60,205],"need,":[61],"data,":[64],"develop":[65,67],"models,":[66],"applications,":[68],"integrate":[70],"models":[71,112,141,179,210],"with":[72,121,216,238],"different":[75,182,185,188,191,217],"very":[79],"difficult":[80],"one":[82],"person":[83],"or":[84,91,114,184,187],"just":[85,92],"a":[86,93,277],"group":[87,94],"application":[89,206],"developers":[90,183],"data":[96],"scientists":[97],"all":[100,116],"these":[101,226],"skills.":[102],"This":[103,124],"makes":[104],"challenging":[106],"productionalize":[108],"developed":[110,142],"ML":[111,258],"fast":[113],"at":[115],"order":[118],"experiment":[120],"further.":[123],"paper":[125],"demonstrates":[126],"how":[127],"certain":[128,266],"components":[129,268],"Acumos":[132,267],"AI":[133],"platform":[134],"project":[135],"can":[136,158,211,228],"be":[137,159,213,229],"used":[138],"take":[140],"using":[143],"H2o,":[144],"Java,":[145],"Spark":[146],"production":[148],"by":[149,164,181],"deploying":[150],"microservices,":[153],"automatically.":[154],"The":[155],"same":[156],"concept":[157],"(and":[160],"has":[161],"been":[162],"extended":[163],"Acumos)":[165],"Python,":[167],"R":[168],"ONNX":[170],"models.":[171],"What":[172],"enables":[174],"multiple":[177],"heterogeneous":[178],"written":[180],"teams":[186],"organizations":[189,220],"languages":[192],"frameworks":[194],"becoming":[195],"functioning":[196],"microservices":[197,227],"would":[199],"intelligent":[201],"APIs":[202],"question.":[208],"These":[209],"then":[212],"easily":[214],"shared":[215],"individuals":[218],"operationalized":[222],"easily.":[223],"Using":[224],"Acumos,":[225],"deployed":[230],"such":[231],"also":[234],"communicate":[235],"co-ordinate":[237],"each":[239],"other":[240],"do":[242],"much":[243],"more":[244],"complex":[245],"tasks.":[246],"We":[247],"will":[248],"talk":[249],"about":[250],"5G":[252,261],"Network":[253,262],"Slicing":[254,263],"usecase,":[255],"create":[256],"an":[257],"model":[259],"use":[265],"make":[270],"shareable":[272],"operationalize":[274],"predicting":[278],"microservice.":[279]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}