{"id":"https://openalex.org/W4206921275","doi":"https://doi.org/10.1109/tale52509.2021.9678620","title":"AI Builders: Teaching Thai Students to Build End-to-End Machine Learning Projects Online","display_name":"AI Builders: Teaching Thai Students to Build End-to-End Machine Learning Projects Online","publication_year":2021,"publication_date":"2021-12-05","ids":{"openalex":"https://openalex.org/W4206921275","doi":"https://doi.org/10.1109/tale52509.2021.9678620"},"language":"en","primary_location":{"id":"doi:10.1109/tale52509.2021.9678620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale52509.2021.9678620","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Engineering, Technology &amp; Education (TALE)","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/A5001689161","display_name":"Charin Polpanumas","orcid":"https://orcid.org/0000-0001-7822-4600"},"institutions":[{"id":"https://openalex.org/I4210108296","display_name":"Central Chest Institute of Thailand","ror":"https://ror.org/01t3emk15","country_code":"TH","type":"facility","lineage":["https://openalex.org/I4210108296"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Charin Polpanumas","raw_affiliation_strings":["Central Tech, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Tech, Thailand","institution_ids":["https://openalex.org/I4210108296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038217558","display_name":"Peerat Limkonchotiwat","orcid":"https://orcid.org/0000-0002-7212-8228"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Peerat Limkonchotiwat","raw_affiliation_strings":["School of Information Science and Technology, VISTEC, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, VISTEC, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006428080","display_name":"Benyapa Matupumanon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108296","display_name":"Central Chest Institute of Thailand","ror":"https://ror.org/01t3emk15","country_code":"TH","type":"facility","lineage":["https://openalex.org/I4210108296"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Benyapa Matupumanon","raw_affiliation_strings":["Central Tech, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Tech, Thailand","institution_ids":["https://openalex.org/I4210108296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026314278","display_name":"Chompakorn Chaksangchaichot","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Chompakorn Chaksangchaichot","raw_affiliation_strings":["School of Information Science and Technology, VISTEC, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, VISTEC, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052291221","display_name":"Natkrita Chumlek","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Natkrita Chumlek","raw_affiliation_strings":["Krungsri Nimble Company, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Krungsri Nimble Company, Thailand","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051617365","display_name":"Nattakarn Phaphoom","orcid":"https://orcid.org/0000-0002-9559-1602"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Nattakarn Phaphoom","raw_affiliation_strings":["School of Information Science and Technology, VISTEC, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, VISTEC, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067830302","display_name":"Pakin Siwatammarat","orcid":null},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pakin Siwatammarat","raw_affiliation_strings":["Data Science Research Center, Faculty of Science, Chiang Mai University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Science Research Center, Faculty of Science, Chiang Mai University, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015793725","display_name":"Pined Laohapiengsak","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pined Laohapiengsak","raw_affiliation_strings":["School of Information Science and Technology, VISTEC, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, VISTEC, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056601307","display_name":"Sukrit Amornpornwiwat","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sukrit Amornpornwiwat","raw_affiliation_strings":["Krungsri Nimble Company, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Krungsri Nimble Company, Thailand","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083585103","display_name":"Witchapong Daroontham","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108296","display_name":"Central Chest Institute of Thailand","ror":"https://ror.org/01t3emk15","country_code":"TH","type":"facility","lineage":["https://openalex.org/I4210108296"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Witchapong Daroontham","raw_affiliation_strings":["Central Tech, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Tech, Thailand","institution_ids":["https://openalex.org/I4210108296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030009288","display_name":"Ekapol Chuangsuwanich","orcid":"https://orcid.org/0000-0001-6104-4857"},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Ekapol Chuangsuwanich","raw_affiliation_strings":["Chulalongkorn University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chulalongkorn University, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085680562","display_name":"Kowin Kulruchakorn","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108296","display_name":"Central Chest Institute of Thailand","ror":"https://ror.org/01t3emk15","country_code":"TH","type":"facility","lineage":["https://openalex.org/I4210108296"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kowin Kulruchakorn","raw_affiliation_strings":["Central Tech, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Tech, Thailand","institution_ids":["https://openalex.org/I4210108296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071030042","display_name":"Sarana Nutanong","orcid":"https://orcid.org/0000-0003-1068-850X"},"institutions":[{"id":"https://openalex.org/I4210153049","display_name":"Vidyasirimedhi Institute of Science and Technology","ror":"https://ror.org/053jehz60","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210153049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sarana Nutanong","raw_affiliation_strings":["School of Information Science and Technology, VISTEC, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, VISTEC, Thailand","institution_ids":["https://openalex.org/I4210153049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076137761","display_name":"Titipat Achakulvisut","orcid":"https://orcid.org/0000-0002-2124-2979"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Titipat Achakulvisut","raw_affiliation_strings":["Mahidol University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4897,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7439265,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"565","last_page":"572"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.984499990940094,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9830999970436096,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mentorship","display_name":"Mentorship","score":0.7380917072296143},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6632933020591736},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5741140246391296},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4464254379272461},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.40356892347335815},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.2441054880619049},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.17713913321495056},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.17514008283615112},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15637734532356262}],"concepts":[{"id":"https://openalex.org/C2776535583","wikidata":"https://www.wikidata.org/wiki/Q967647","display_name":"Mentorship","level":2,"score":0.7380917072296143},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6632933020591736},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5741140246391296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4464254379272461},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.40356892347335815},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2441054880619049},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.17713913321495056},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.17514008283615112},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15637734532356262},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tale52509.2021.9678620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale52509.2021.9678620","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Engineering, Technology &amp; Education (TALE)","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":20,"referenced_works":["https://openalex.org/W68733909","https://openalex.org/W228428956","https://openalex.org/W2273332382","https://openalex.org/W2599169109","https://openalex.org/W2902246157","https://openalex.org/W2905464284","https://openalex.org/W2968296999","https://openalex.org/W2979826702","https://openalex.org/W3006436762","https://openalex.org/W3037577359","https://openalex.org/W3082384720","https://openalex.org/W3097603028","https://openalex.org/W3098350627","https://openalex.org/W3132898078","https://openalex.org/W3142584950","https://openalex.org/W3156959133","https://openalex.org/W3162788874","https://openalex.org/W3164512809","https://openalex.org/W3168438863","https://openalex.org/W4252064876"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2778988436","https://openalex.org/W4388134124","https://openalex.org/W776058294","https://openalex.org/W3201027058","https://openalex.org/W2790336230","https://openalex.org/W2980274995","https://openalex.org/W3098671446","https://openalex.org/W4253892317","https://openalex.org/W2829344804"],"abstract_inverted_index":{"Teaching":[0],"machine":[1],"learning":[2],"(ML)":[3],"and":[4,27,61,98,107,131,145],"artificial":[5],"intel-ligence":[6],"(AI)":[7],"for":[8,45,127,169],"middle-to-high":[9],"school":[10],"students":[11],"is":[12,40,52],"crucial":[13],"to":[14,58,95,100,140],"build":[15],"a":[16,86],"good":[17],"sustainable":[18],"research":[19],"community.":[20],"However,":[21],"the":[22,65,156,160,163],"current":[23],"ML":[24,60,97,106,114,143],"education":[25],"system":[26],"ecosystem":[28],"in":[29,35,64,75,110,120,134],"developing":[30],"countries,":[31],"including":[32],"most":[33,46],"countries":[34],"South":[36],"East":[37],"Asia":[38],"(SEA),":[39],"still":[41,56],"far":[42],"from":[43],"reaching":[44],"students.":[47,102],"Students,":[48],"especially":[49],"where":[50],"English":[51],"their":[53],"second":[54],"language,":[55,122],"struggle":[57],"learn":[59],"AI":[62,69,74,92,99,108],"even":[63,149],"global":[66],"accessibility":[67],"of":[68,162],"classes":[70,119],"online.":[71],"Thus,":[72],"teaching":[73],"these":[76],"circumstances":[77],"can":[78],"be":[79],"challenging":[80],"yet":[81],"rewarding.":[82],"Here,":[83],"we":[84],"organized":[85],"nine-weeks":[87],"online":[88],"summer":[89],"school,":[90],"called":[91],"Builders,":[93],"aiming":[94],"teach":[96],"Thai":[101],"We":[103,116,165],"combined":[104],"existing":[105],"curricula":[109],"conjunction":[111],"with":[112],"end-to-end":[113],"projects.":[115],"provided":[117],"recap":[118],"native":[121],"locally":[123],"collected":[124],"datasets,":[125],"mentorship":[126],"projects,":[128],"guest":[129],"lectures,":[130],"career":[132],"discussions":[133],"our":[135],"program.":[136,164],"Students":[137],"were":[138],"able":[139],"satisfactory":[141],"understand":[142],"concepts":[144],"produced":[146],"meaningful":[147],"projects":[148],"though":[150],"some":[151],"might":[152],"not":[153],"fully":[154],"had":[155],"necessary":[157],"background":[158],"at":[159],"start":[161],"discussed":[166],"possible":[167],"improvements":[168],"future":[170],"iterations.":[171]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
