{"id":"https://openalex.org/W7202065031","doi":null,"title":"Operationalizing AI at Scale: A Cloud-Agnostic Framework for Infrastructure, Deployment, and MLOps in Enterprise AI Solutions","display_name":"Operationalizing AI at Scale: A Cloud-Agnostic Framework for Infrastructure, Deployment, and MLOps in Enterprise AI Solutions","publication_year":2026,"publication_date":"2026-07-20","ids":{"openalex":"https://openalex.org/W7202065031"},"language":"en","primary_location":{"id":"pmh:oai:repositorio-aberto.up.pt:10216/176091","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10216/176091","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"master thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/10216/176091","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5146269423","display_name":"Nuno Oliveira Fernandes","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Nuno Oliveira Fernandes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5146269423"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.6723999977111816,"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":0.6723999977111816,"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":0.13330000638961792,"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"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.10029999911785126,"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/enterprise-ai","display_name":"enterprise AI","score":0.671999990940094},{"id":"https://openalex.org/keywords/mlops","display_name":"MLOps","score":0.8169999718666077},{"id":"https://openalex.org/keywords/kubernetes","display_name":"Kubernetes","score":0.4560000002384186},{"id":"https://openalex.org/keywords/gitops","display_name":"GitOps","score":0.9980000257492065},{"id":"https://openalex.org/keywords/kubeflow","display_name":"Kubeflow","score":0.9869999885559082},{"id":"https://openalex.org/keywords/mlflow","display_name":"MLflow","score":0.9390000104904175},{"id":"https://openalex.org/keywords/vaults","display_name":"vaults","score":0.7630000114440918},{"id":"https://openalex.org/keywords/model-deployment","display_name":"model deployment","score":0.49000000953674316},{"id":"https://openalex.org/keywords/model-lifecycle-management","display_name":"model lifecycle management","score":0.4970000088214874},{"id":"https://openalex.org/keywords/portability","display_name":"portability","score":0.6100000143051147},{"id":"https://openalex.org/keywords/reproducibility","display_name":"reproducibility","score":0.9800000190734863},{"id":"https://openalex.org/keywords/fraud-detection","display_name":"fraud detection","score":0.5540000200271606}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.6597999930381775},{"id":"https://openalex.org/C51614570","wikidata":"https://www.wikidata.org/wiki/Q647931","display_name":"Argo","level":2,"score":0.41620001196861267},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.265500009059906},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2590000033378601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.258899986743927},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.24060000479221344},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.22709999978542328},{"id":"https://openalex.org/C550656013","wikidata":"https://www.wikidata.org/wiki/Q1513578","display_name":"Weather modification","level":2,"score":0.21369999647140503},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18850000202655792}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:repositorio-aberto.up.pt:10216/176091","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10216/176091","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"master thesis"}],"best_oa_location":{"id":"pmh:oai:repositorio-aberto.up.pt:10216/176091","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/10216/176091","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"master thesis"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7203675714","https://openalex.org/W4417079800","https://openalex.org/W7162121930","https://openalex.org/W7217590956","https://openalex.org/W7213270736","https://openalex.org/W4417489482","https://openalex.org/W7117539170","https://openalex.org/W2968772574","https://openalex.org/W6981519444","https://openalex.org/W7213469301"],"abstract_inverted_index":{"Organizations":[0],"can":[1],"now":[2],"develop":[3],"artificial":[4],"intelligence":[5],"prototypes":[6,14],"quickly.":[7],"The":[8,119,142,188,215],"harder":[9],"task":[10],"begins":[11],"when":[12],"those":[13],"have":[15],"to":[16,42,89,95,129,236,241],"run":[17],"in":[18,82],"production:":[19],"integrating":[20],"them":[21],"with":[22,198],"existing":[23,91],"systems,":[24],"keeping":[25],"costs":[26],"and":[27,31,55,61,74,110,113,153,169,179,182,196,204,239],"risks":[28],"under":[29],"control,":[30],"managing":[32],"change":[33],"over":[34],"time.":[35],"This":[36,64],"transition":[37,68],"from":[38,124],"an":[39,43],"initial":[40],"experiment":[41],"operational":[44,122,193],"service":[45,109],"still":[46],"often":[47],"depends":[48],"on":[49,158],"manual":[50],"configuration,":[51],"provider-specific":[52,125],"cloud":[53,131],"services,":[54],"uneven":[56],"processes":[57],"for":[58,79],"deployment,":[59],"monitoring,":[60],"model":[62,111],"management.":[63],"dissertation":[65],"treats":[66],"that":[67,99,225],"as":[69],"a":[70,76,145,154,218,222],"software":[71],"engineering":[72,97],"problem":[73],"proposes":[75],"cloud-agnostic":[77],"framework":[78,120],"operationalizing":[80],"AI":[81,229],"enterprise":[83,199],"environments.":[84],"Its":[85],"purpose":[86],"is":[87,217],"not":[88],"replace":[90],"MLOps":[92],"platforms,":[93],"but":[94],"organize":[96],"decisions":[98],"recur":[100],"across":[101,115],"projects:":[102],"infrastructure":[103],"preparation,":[104],"artifact":[105],"promotion":[106],"between":[107],"environments,":[108],"observation,":[112],"traceability":[114],"the":[116,136,184,210],"solution":[117],"lifecycle.":[118],"separates":[121],"principles":[123],"implementation":[126,156],"choices,":[127],"seeking":[128],"reduce":[130],"lock-in":[132],"without":[133],"giving":[134],"up":[135],"automation":[137],"offered":[138],"by":[139,221],"modern":[140],"infrastructure.":[141],"work":[143],"combines":[144],"systematic":[146],"literature":[147],"review,":[148],"requirements":[149],"specification,":[150],"architectural":[151],"decisions,":[152],"reference":[155,185,223],"based":[157],"Kubernetes,":[159],"GitOps,":[160],"Kubeflow,":[161],"MLflow,":[162],"Argo":[163,165],"Workflows,":[164],"Events,":[166],"Crossplane,":[167],"Vault,":[168],"External":[170],"Secrets.":[171],"Validation":[172],"links":[173],"use":[174],"cases,":[175],"requirements,":[176],"architecture":[177],"phases,":[178],"repository":[180],"artifacts,":[181],"includes":[183],"ml-fraud-detection":[186],"project.":[187],"evaluation":[189],"considers":[190],"portability,":[191],"reproducibility,":[192],"reliability,":[194],"observability,":[195],"alignment":[197],"requirements.":[200],"Long-running":[201],"production":[202,232],"validation":[203],"complete":[205],"provider":[206],"parity":[207],"fall":[208],"outside":[209],"scope":[211],"of":[212],"this":[213],"work.":[214],"result":[216],"framework,":[219],"supported":[220],"implementation,":[224],"helps":[226],"teams":[227],"move":[228],"solutions":[230],"into":[231],"while":[233],"preserving":[234],"room":[235],"adapt":[237],"tools":[238],"services":[240],"their":[242],"technical":[243],"context.":[244]},"counts_by_year":[],"updated_date":"2026-10-13T10:08:12.033832","created_date":"2026-08-10T00:00:00"}
