AI mu Kwandika Inguzanyo
AI mukwandika inguzanyo ikoresha imashini yiga imashini kugirango ihitemo uwabona inguzanyo, ku gipimo cyinyungu, hamwe nangahe, akenshi yihuta kandi ikoresha amakuru menshi kuruta amanota gakondo.
Incamake
It matters because these decisions shape access to mortgages, cards, and small-business capital, and carry real fairness and legal stakes.
Kwibira cyane
Mu myaka ibarirwa muri za mirongo, gutanga inguzanyo byashingiraga ku manota yoroshye hamwe n'amanota yo mu bwoko bwa FICO yubatswe mu mateka y'ibiro by'inguzanyo. AI iragura ibi mukunyuza izindi mpinduka nyinshi, nkamakuru yinjiza amafaranga kuva kuri konti ya banki, amateka yo kwishyura, ndetse rimwe na rimwe andi makuru, kugirango hamenyekane bishoboka ko bidashoboka. Ibi birashobora gutanga inguzanyo kubasabye 'buke-dosiye' bafite amateka mato gakondo. Ariko nanone bitera ingaruka zikomeye: abanyamideli barashobora kwiga kuvangura na proksi, aho ibintu bimeze nka code ya ZIP bihagaze kumoko, kurenga ku mategeko aguriza inguzanyo nkamategeko yo muri Amerika angana inguzanyo. Abagenzuzi basaba abatanga inguzanyo guha abasaba impamvu zihariye zo guhakana (amatangazo y'ibikorwa bibi), bityo moderi ya 'black-box' idasobanutse ihura nigitutu cyo gusobanurwa. Igisubizo ni umurima aho ubunyangamugayo bugomba kubana nuburinganire no gukorera mu mucyo.
Ubushishozi
Kwandika byerekana guhanura ibintu bidashoboka, akenshi ukoresheje gusubira inyuma kugirango bisobanurwe cyangwa ibiti byongerewe imbaraga kugirango bitangwe neza. Ibikoresho bisobanurwa nka SHAP biranga icyemezo kubintu byihariye kugirango abatanga inguzanyo bashobore kubyara amategeko asabwa muburyo bubi-ibikorwa. Uburinganire bugeragezwa hamwe nuburinganire bugereranya kwemerwa nigipimo cyamakosa mumatsinda arinzwe, hamwe n '' itandukaniro ritandukanye 'isesengura ryerekana ibivangura. Icyitegererezo cyemewe kugirango gihamye kandi gikurikiranwe kugendagenda uko ubukungu bwifashe.
Ingaruka z'Ingamba
Context and rules
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Kugenzura ubuziranenge
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Build choices
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Kazoza ka AI mu Kwandika Inguzanyo
Tegereza iterambere ryamafaranga-ashingiye kubindi bisobanuro-byanditse kugirango bigere kuri banki, bifatanije nibisabwa bikomeye kugirango bisobanurwe kandi bigenzurwe kubogama. Tekinike yo kumenya neza imashini yiga imashini kandi isobanutse neza-ibikorwa-bitekerezo bizakura. Gufungura amabanki bizatanga icyitegererezo gikize, amakuru yimari yemewe. Impagarara zo hagati zikomeje: gukoresha amakuru menshi birashobora kunoza ukuri no kubishyiramo, ariko buri gihinduka gishya kigomba gusuzumwa kugirango ivangura ryihishe no kubahiriza amategeko.
Gushyira mu bikorwa Isi
Abatanga inguzanyo ya Fintech nka Upstart bakoresheje uburezi hamwe namakuru atwara amafaranga kugirango yemeze abahawe inguzanyo FICO yonyine yakwanga
Amabanki atanga amatangazo y'ibikorwa byerekana ibintu byihariye bitera kwanga inguzanyo
Abatanga ikarita yinguzanyo bashiraho imipaka yihariye na APRs hashingiwe ku ngaruka ziteganijwe
Abacuruzi bato-bashoramari basesengura amabanki-yimikorere kugirango bandike ibigo bifite dosiye zoroheje
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
AI mu Kwandika Ubwishingizi
Ibibazo bikunze kubazwa
What is AI in Credit Underwriting?
AI mukwandika inguzanyo ikoresha imashini yiga imashini kugirango ihitemo uwabona inguzanyo, ku gipimo cyinyungu, hamwe nangahe, akenshi yihuta kandi ikoresha amakuru menshi kuruta amanota gakondo. Ntacyo bivuze kuko ibi byemezo bigira uburyo bwo kubona inguzanyo, amakarita, nigishoro giciriritse, kandi bitwara ubutabera nukuri byemewe n'amategeko.
Ni ubuhe buryo bwo kwerekana inguzanyo ya AI bugerageza guhanura?
Kwandika byerekana igereranya rishoboka, rituma ibyemezo, ibiciro, hamwe ninguzanyo ntarengwa.
Niki 'proxy ivangura' muburyo bw'inguzanyo?
Ibidafite aho bibogamiye bisa (urugero, code ya ZIP) birashobora guhuza nicyiciro gikingiwe, bigatera ingaruka zinyuranye zitemewe.
Niki 'kumenyesha ibikorwa bibi'?
Amategeko yo muri Amerika arasaba abatanga inguzanyo kubwira abasaba guhakana impamvu nyamukuru, zihatira moderi gusobanurwa.
Ninde ushobora kwandika AI ashobora gufasha abatsinze amanota gakondo bakanga?
Ukoresheje ubundi buryo bwo gukoresha amafaranga, AI irashobora gusuzuma abantu badafite inyandiko ndende-y'ibiro.
Kuki ibikoresho nka SHAP bikoreshwa mukwandika inguzanyo?
SHAP isobanura ibiranga gutwara moderi isohoka, ifasha abatanga inguzanyo gutanga impamvu zisabwa n'amategeko.