【Idokhumenti Intelligent Ukucutshungulwa Series · 15】 Educational Document Intelligent Management System

## Isingeniso Ukuguqulwa kwedijithali kwezemfundo kushintsha ngokujulile imodeli yendabuko yokufundisa nokuphatha. Njengengxenye ebalulekile yokwaziswa kwezemfundo, uhlelo lokuphathwa okuhlakaniphile lwedokhumenti lunciphisa umthwalo futhi lukhulisa ukusebenza kahle kothisha ngokuzenzekelayo ukucubungula imibhalo ehlukahlukene yemfundo, ukuhlinzeka ngosizo lokufunda olwenziwe ngezifiso kubafundi, nokuhlinzeka ngosizo lokwenza izinqumo oluqhutshwa yidatha kubaphathi bezemfundo. ## Ukuhlaziywa kwezidingo zokucubungula amadokhumenti embonini yezemfundo ### Izinhlobo zemibhalo yezemfundo ** Imibhalo Yokufundisa **: - Izinhlelo zezifundo kanye nezifundo: Izinto zokulungiselela izifundo zothisha - Izabelo namaphepha okuhlola: Umkhuba wabafundi nezinto zokuhlola - Izinto zokufunda: izincwadi, izincwadi zokubhekisela, izindatshana, njll - Umbiko Wokuhlola: Qopha inqubo yokuhlola nemiphumela ** Phatha Imibhalo **: - Iphrofayili Yabafundi: Idatha yokubhalisa, imibhalo, izitifiketi, njll - Iphrofayili Yothisha: I-Resume, Iziqu, Izinto Zokuhlola - Imibhalo yokuphatha: izaziso, imithetho nemigomo, amaminithi omhlangano - Imibhalo yezezimali: imibhalo yokukhokha, imibiko yesabelomali, njll ### Ukubhekana Nezinselelo ** Imibhalo emikhulu futhi ehlakazekile **: - Khiqiza inani elikhulu lezabelo namaphepha okuhlola semester ngayinye - Ukuphathwa kwemibhalo yamabanga amaningi kanye nemikhakha - Digitization yemibhalo yomlando - Izidingo zokubambisana kuwo wonke amakhampasi neminyango ** Izidingo eziqinile ezenziwe ngezifiso **: - Izihloko ezahlukahlukene zinemigomo ehlukile yokuhlola - Umehluko womfundi ngamunye udinga ukuhlaziywa komuntu siqu - Izindlela zokufundisa zidinga ukuhambisana namakhono - Inqubekela phambili yokufunda idinga ukulandelela komuntu siqu ** Izidingo zekhwalithi ephezulu **: - Ubulungiswa nokunemba ekuhlolweni kwebanga - Funda isayensi nokusebenza kahle kokuhlaziywa - Inhloso kanye nokuphelela kokuhlolwa kokufundisa - Ubuqiniso nokwethenjelwa kwezibalo zedatha ## Idizayini yohlelo lokulungisa oluhlakaniphile lomsebenzi wesikole wesikole ### Ukulungiswa okuzenzakalelayo kwemibuzo enhloso ** Ukucubungula imibuzo yokukhetha okuningi**: - Ukuqashelwa kokuskena kwephepha lempendulo - Option Marker Detection - Ukuqinisekiswa kokuhambisana nempendulo - Amamaki abalwa ngokuzenzakalelayo ** Ukuqashelwa kombuzo wokugcwalisa **: - Ukuqashelwa kwenombolo ebhalwe ngesandla - Ukuqashelwa kombhalo omfushane - Ukuqashelwa kophawu lwefomula - Impendulo yokulinganisa ### Ukulinganisa okuhlakaniphile kwemibuzo ye-subjective ** Uhlelo lokulinganisa i-essay **: - Ukukhishwa kokuqukethwe kombhalo - Ukutholwa kwephutha lohlelo lolimi - Ukuhlaziywa kokuceba kwesilulumagama - Ukuhlolwa kwesakhiwo esinengqondo - Ukuhlolwa okusha ** Ukuhlaziywa Kwenqubo Yokuxazulula Izinkinga Zezibalo **: - Ukuhlonza izinyathelo zokuxazulula izinkinga - Ukuhlolwa kokunemba kwefomula - Ukuqinisekiswa kwenqubo yokubala - Ukuhlolwa kwe-methodological innovation - Isilinganiso esiyingxenye esinikeziwe ** Ukuhlolwa Kombiko Wokuhlola **: - Ukuhlolwa kokuphelela kwenqubo - Ukuqinisekiswa kokunemba kokuqoshwa kwedatha - Isiphetho: Ukuhlaziywa kwe-Rationality - Ukuhlolwa kwe-normative yeshadi ### Ukulungiswa Kwekhwalithi ** Indlela Yokuqinisekisa Okuningi **: - Ukuhlolwa kokuqala komshini + ukubuyekezwa kwesandla - Ukuqinisekiswa kwesiphambano se-multi-algorithm - Ukuhlaziywa kokuqhathanisa kwedatha yomlando - Ukumaka umphumela okuhlukile ** Ukulinganisa amaphuzu **: - Sungula umtapo wolwazi werubriki - Finyelela ukungaguquguquki ekuphumeni amagoli - Nikeza isisekelo sokulinganisa - Ukusekela ukulungiswa okujwayelekile ## Ukuhlaziywa okuzenzakalelayo nokuhlolwa kwamaphepha okuhlola ### Ukuhlaziywa kwekhwalithi yephepha lokuhlola ** Ukuhlaziywa kobunzima **: - Ukubalwa kwe-coefficient yobunzima bombuzo - Ukuhlaziywa kwezibalo zobandlululo - Ukubukwa kokusabalalisa amaphuzu - Ukuhlolwa kwe-gradient yobunzima ** Ukuhlaziywa Kwephuzu Lolwazi **: - Izibalo zokusabalalisa amaphuzu olwazi - Ukuhlonza amaphuzu abalulekile futhi anzima - Hlola ukuhlaziywa okujulile - Ukuhlolwa kwezinga lamakhono ### Ukuhlaziywa kwezimpendulo zabafundi ** Ukuqashelwa Kwephethini Yephutha **: - Izibalo ezijwayelekile zohlobo lwephutha - Ukuhlaziywa kwephutha - Ukuhlonza ubuthakathaka bolwazi - Isizukulwane sesiphakamiso sokufunda ** Ukuphendula ukuhlaziywa kokuziphatha **: - Ukusatshalaliswa kwesikhathi sokuphendula - Ukuhlaziywa kokulandelana kwezimpendulo - Guqula ukuqashelwa komkhondo - Ukuhlolwa kweqhinga lokuhlola ### Ukuhlolwa komphumela wokufundisa ** Ukuhlaziywa kwekilasi ngokuphelele **: - Izibalo zokusatshalaliswa kokusebenza - Ukuhlaziywa kwethambekele yamaphuzu ajwayelekile - Excellent Rate Passing Rate Calculation - Ukuqhathaniswa kwesikhundla sekilasi ** Ukulandelela Inqubekela Phambili Yomuntu Ngamunye **: - Amathrendi amamaki omuntu siqu - Ukuhlaziywa kolwazi - Ukuhlolwa kwekhono lokufunda - Ukubikezela okungaba khona kwentuthuko ## Ukuphathwa okuhlakaniphile kwezinto zokufunda ### Ukuhlukaniswa kwedatha kanye nesichasiselo ** Uhlelo lokuhlukaniswa okuzenzakalelayo **: - Ukuhlukaniswa nokuhlonza imikhakha - Isahlulelo sokufaneleka kwebanga - Ukuhlolwa kwezinga lobunzima - Ukulebula kohlobo lwedatha ** Isizukulwane sethegi yokuqukethwe **: - Ukukhishwa okuzenzakalelayo kwamaphuzu olwazi - Isichasiselo segama elingukhiye - Ukuhlukaniswa kwesihloko - Ukuhlaziywa kokuhambisana ### Izincomo ezenziwe ngezifiso ** Ukuhlelwa Kwendlela Yokufunda **: - Izincomo zezinto ezisuselwa kwinqubekela phambili - Ukuzivocavoca okususelwa kuzixhumanisi ezibuthakathaka - Ukuthuthukiswa kohlelo lokufunda olwenziwe ngezifiso - Ukufunda ukubeka imigomo nokulandelela ** Uhlelo Lokusesha Oluhlakaniphile **: - Ukusekelwa kokusesha kwe-semantic - Ukuhlunga okunezinhlangothi eziningi - Izincomo ezifanayo zezinto ezibonakalayo - Funda izinhlangano zomlando ### Ukuhlolwa kwekhwalithi yedatha ** Ukuhlaziywa Kwekhwalithi Yokuqukethwe **: - Ukuqinisekiswa kokunemba kolwazi - Ukuhlolwa kobuqotho obunengqondo - Ukuhlolwa kokucaciswa kwenkulumo - Buyekeza ukuqapha isikhathi ** Ukuhlolwa kokusebenza kokusetshenziswa **: - Izibalo zomphumela wokufunda - Ukuhlaziywa kwempendulo yomsebenzisi - Sebenzisa izibalo zemvamisa - Ukuqoqwa kweziphakamiso okuthuthukisiwe ## Izibalo zokusebenza nokuhlaziywa kokufunda ### Ukuhlaziywa kwebanga le-Multi-dimensional ** Ukuhlaziywa Kwesilinganiso Sesikhathi **: - Amathrendi okusebenza kwe-semester - Inqubekela phambili yanyanga zonke - Ukufeza imigomo yezigaba - I-trajectory yentuthuko yesikhathi eside ** Ukuhlaziywa kwe-Dimension Discipline **: - Ukuqhathaniswa kwamabanga ezifundweni ezahlukahlukene - Ukuhlonza imiyalo enamandla - Ukuhlaziywa kwesixhumanisi esibuthakathaka - Ukuthuthukiswa okulinganiselayo kweziyalo ** Ukuhlaziywa Kwekhono Dimension **: - Ukuhlolwa Kwengqondo - Ukuhlaziywa kwekhono lokusebenza - Ukuhlolwa kwamakhono emisha - Ukuhlolwa kwekhwalithi ephelele ### Funda ukuhlaziywa kokuziphatha ** Ukuhlaziywa Komkhuba Wokufunda **: - Ukusatshalaliswa kwesikhathi sokufunda - Ukufunda izibalo zemvamisa - Ukuhlolwa kokugxila - Ukuhlaziywa kokusebenza kahle kokufunda ** Ukuhlaziywa kweqhinga lokufunda **: - Izintandokazi zendlela yokufunda - Amaphethini wokusetshenziswa kwezinsizakusebenza - Amasu okuxazulula izinkinga - Ukuziphatha kokufunda ngokubambisana ### Ukuxwayisa Kusenesikhathi Nokungenelela ** Uhlelo Lokuxwayisa Ngobungozi **: - Isexwayiso sobunzima bokufunda - Isexwayiso sokwehla kwebanga - Funda isixwayiso esikhuthazayo - Izixwayiso zempilo yengqondo ** Izincomo Zokungenelela **: - Uhlelo lokuqeqesha olwenziwe ngezifiso - Ukufundiswa ngezindlela zokufunda - Iseluleko sokusekelwa kwengqondo - Uhlelo lokubambisana lwasekhaya nesikole ## Amacala Wokuqaliswa Kohlelo Lwedokhumenti Yezemfundo ### Uhlelo lokulungisa oluhlakaniphile esikoleni samabanga aphansi ** Isizinda Sokuqaliswa **: - Usayizi wesikole: abafundi abangama-3,000, othisha abangama-200 - Isilinganiso somsebenzi wansuku zonke: amakhophi ayi-15,000 - Isikhathi sokulungiswa ngesandla: imizuzu engama-20 ngekhophi ngayinye ngokwesilinganiso - Umsebenzi wothisha: Amahora angama-4-5 ngosuku ukulungisa umsebenzi wesikole ** Isixazululo Sobuchwepheshe **: - Sebenzisa izinhlelo zokulungisa ezihlakaniphile - Ubuchwepheshe obuhlanganisiwe be-OCR ne-AI bokufaka amagoli - Sungula ibhange lemibuzo kanye nesikali sokulinganisa - Zenzekelayo inqubo yokulungisa ** Umphumela Wokuqaliswa **: - Isikhathi sokulungisa sincishisiwe sibe yimizuzu emi-5 / ikhophi - Umsebenzi wokulungiswa kothisha wehliswe ngo-70% - Ukunemba kokulungiswa kukhuphuke ku-95% - Ukwandisa isikhathi sempendulo yabafundi ngamaphesenti angama-80 ### Uhlelo lokuhlaziywa kwephepha lokuhlola inyuvesi ** Isizinda sephrojekthi **: - Usayizi wesikole: abafundi abangama-20,000 - Izivivinyo ze-Semester: Izifundo ze-500 - Umsebenzi wokuhlaziya iphepha: amahora angama-200 nge-semester ngayinye - Hlaziya ikhwalithi yombiko: Thembela kokuhlangenwe nakho komuntu siqu ** Isixazululo **: - Ipulatifomu yokuhlaziya iphepha lokuhlola elihlakaniphile - Ukuhlaziywa kwezibalo okuzenzakalelayo - Isizukulwane sombiko obonakalayo - Ukuqapha ikhwalithi yokufundisa ** Imiphumela Yebhizinisi **: - Isikhathi sokuhlaziya sincishisiwe ngo-90% - Ukwanda kwe-3x ngobukhulu be-analytics - I-100% yokulinganisa ukubika - Ukuthuthukiswa kokufundisa nokufunda kuyamangalisa ## Isifinyezo Uhlelo lokuphatha oluhlakaniphile lwemibhalo yezemfundo lulethe izinguquko ezinguquko embonini yezemfundo ngokusebenzisa ubuchwepheshe obusha, okungagcini nje ngokunciphisa umthwalo wothisha, kuthuthukisa ukusebenza kahle kokufundisa, kodwa futhi kunikeza ukwesekwa okuqinile kwezobuchwepheshe kwemfundo eyenziwe ngezifiso nokufundisa ngokunemba. ** Izinto ezibalulekile **: - Uhlelo lokulungisa oluhlakaniphile luthuthukisa kakhulu ukusebenza kahle nekhwalithi yomsebenzi wesikole - Ubuchwepheshe bokuhlaziya ukufunda bunikeza ukwesekwa kwedatha kwemfundo eyenziwe ngezifiso - Uhlelo lokuphathwa kwemibhalo luqaphela ukwabiwa okuhle kwezinsizakusebenza zemfundo - Izinhlelo zokusebenza zobuchwepheshe zikhuthaza ukulingana kwezemfundo nokuthuthukiswa kwekhwalithi ** Iziphakamiso Zokuthuthukiswa **: - Ukuqinisa ukuqeqeshwa kwezobuchwepheshe bolwazi lothisha kanye nokwakhiwa kwamakhono ohlelo lokusebenza - Ukusungula indlela yokuphepha kwedatha nokuvikelwa kobumfihlo - Ukukhuthaza ukulinganiswa nokuxhumeka kwedatha yezemfundo - Ukwandisa ngokuqhubekayo amamodeli we-algorithmic kanye nesipiliyoni somsebenzisi