Riba:
- Ƙarfin canza rubutun tambayoyin da ba a so, amsoshin binciken da aka buɗe da kuma goyan bayan tikiti zuwa jigogi da fahimta tare da basirar wucin gadi.
- Ikon haɓaka matakan bincike na ƙima kamar taswirar alaƙa da ƙididdigewa tare da tallafin fasaha na wucin gadi da tabbatar da sakamakon da idon ɗan adam.
- Ƙarfin cire jigogi waɗanda aka yi ko ƙari ta hanyar hankali na wucin gadi ta hanyar haɗa su zuwa ƙididdiga na gaske
Mafi wahala kuma mafi sauƙin tsallake lokacin binciken mai amfani shine haɗawa: juyar da tambayoyi da yawa, ɗaruruwan martanin bincike, da tikitin goyan baya (buƙatar mai amfani don taimako) cikin fahimta mai ma'ana. Wannan aikin yana ɗaukar kwanaki da hannu; Abin da ya sa ƙungiyoyi sukan yanke sasanninta kuma suna yanke shawara "ta hanyar ji." AI yana buɗewa kawai wannan ƙwanƙwasa: yana rushe ɗanyen rubutu cikin jigogi a cikin mintuna maimakon sa'o'i. Amma haɗakarwa ba aikin “taƙaitawa” ba ne; Yana da tushen shaida, dalili mai iya dubawa. Wannan rukunin yana nuna muku yadda ake adana sahihancin hankali yayin yin AI abokin haɗin ku.
Menene basira, ba taƙaice ba
Bari mu fara bayyana kalmar. Hankali wani tsari ne mai ma'ana wanda ke fitowa daga bayanan kuma yana jagorantar zane: "Masu amfani ba su daina a matakin biya ba, amma lokacin da suka fara ganin kuɗin jigilar kaya." Wannan ba taƙaitawa ba ne ("Masu amfani sun koka game da biyan kuɗi"); kuma ba abin dubawa ba ne ("Mai shiga 4 ya tsaya lokacin da ya ga kudin jigilar kaya"). Hankali yana ɗaukar sanadin gama gari wanda ke haifar da abubuwan lura da yawa kuma yana buɗe ƙofar yanke shawarar ƙira.
AI a dabi'ance yana son samar da taƙaitaccen bayani. Aikin ku shine cire shi daga taƙaitawa zuwa fahimta: "Me yasa?" kuma "menene wannan canji a cikin zane?" ta hanyar shigar da tambayoyinku cikin hanzari.
Matakan bincike na inganci da wurin basirar wucin gadi
Ƙididdigar ƙididdiga (mara ƙididdigewa, rubutu/ tushen lura) yana ci gaba tare da waɗannan matakan:
- Coding: Kowane yanki mai ma'ana a cikin rubutun ana ba da lakabi ("damuwa da farashin jigilar kaya", "rashin kwarin gwiwa").
- Zane mai alaƙa (taswirar alaƙa): Ana haɗa alamomi iri ɗaya; ƙungiyoyi sun zama jigogi.
- Fitar da jigo: Wanne jigo nawa masu amfani ke gani kuma da wane ƙarfi aka ƙaddara.
- Hankali da shawara: Jigogi "me za a yi?" haɗi zuwa jimloli.
AI yana haɓaka matakai na 1 da 2: sadar da lambar farko da rukuni na farko a cikin mintuna. Koyaya, ma'anar ƙungiyoyi, mahimmancin jigogi, da daidaiton shawarwari suna buƙatar tabbatar da ɗan adam. AI yana ba ku "taswirar daftarin farko"; Kuna gyara taswirar bisa ga gaskiya.
Tukwici: Kafin ka gaya wa AI don "cire jigogi", ba shi tsarin lambar ku (jerin alamun). Ta wannan hanyar, yana aiki a cikin yaren kowa da kowa kuma abubuwan da aka fitar suna kama da juna.
Sarkar shaida: kowane jigo yana da alaƙa da zance
Ƙa'idar haɗin kai ta zinare: kowane jigo yana da alaƙa da aƙalla zance guda ɗaya na zahiri. Maganar hujja ce cewa jigon gaskiya ne. Koyaushe haɗa da buƙatun buƙatun lokacin tambayar AI don jigo; Ka gaya masa kada ya fito da jigon da ba zai iya samun abin magana a kansa ba. Ta wannan hanyar za ku dakatar da hasashe a tushen: jigon da aka ƙera ana yiwa alama "marasa tushe" saboda ba shi da takwarorinsa a tushen.
Layer
misali
tushe
lura
"Dan takara 4 ya watsar da keken lokacin da ya ga kudin jigilar kaya"
rikodi daya-daya
Lambar
"kudin da ba a zato"
Lakabi
jigo
"Hidden cost ya karya aminci"
maimaita a cikin mahalarta 5
basira
"Ya kamata a nuna kudin jigilar kaya da wuri"
Na bar jigon
Shawara
"Ƙara ƙididdigar jigilar kayayyaki zuwa shafin samfur"
Zane yanke shawara
Wannan sarkar tana farawa ne lokacin da mai ruwa da tsaki ya tambayi "Yaya muka san wannan?" Lokacin da kuka tambaya, yana ba ku damar komawa daga kallo zuwa faɗa.
uku mini lokuta
Case 1 — Amsoshin binciken 240, mintuna 90. Ƙungiya ɗaya ta AI-coded 240 buɗaɗɗen ƙarewa (rubutu kyauta) martanin binciken. Samfurin ya ba da shawarar jigogi 11; Tawagar ta sake duba waɗannan a cikin mintuna 90, ta rage su zuwa 7, ta haɗa jigogi 2, kuma ta cire 2 a matsayin mara tallafi. An rage aikin hannu na kwana 2 zuwa rabin yini kuma an adana jerin abubuwan shaida.
Case na 2 - An kama jigo da ƙari. AI ta samar da jigo mai ƙarfi na "masu amfani sun ƙi app." Lokacin da tawagar ta kalli maganganun, sun gano cewa mahalarta 2 ne kawai suka kasance masu tsauri, yayin da 18 ba su da tsaka tsaki. An sake rubuta jigon a matsayin "babban rashin jin daɗi a cikin wani ƙaho". Darasi: AI na iya ƙara yawan ƙarfin zuciya; ƙidaya mita.
Harka 3 - Rashin ra'ayi na tsiraru. Yayin da samfurin ya haskaka jigogi mafiya yawa, ya ƙirƙira wani muhimmin batun samun dama da mahalarta 3 suka gabatar da cewa "ba shi da mahimmanci." Mai zanen ya lura da wannan kuma ya adana shi azaman ganowa daban; Daga baya ya bayyana a fili cewa wannan batu ya shafi duk masu amfani da karatun allo. Darasi: siginar tsiraru ba koyaushe “mafi mahimmanci bane”.
Abubuwan da za a iya kwafi
Matsayinku: qualitative research analyst.Coding makirci (tags): <<jeri>>Aiki: Sanya kwafin da ba a bayyana sunansa ba a ƙasa tare da waɗannan alamun. Ƙara [ Mahalarta
Canza bayanan da aka ƙulla masu zuwa zuwa zane na kusanci: rukuni irin su lambobi, suna kowane rukuni jigo. Ga kowane jigo: ƙidaya mahalarta guda nawa ya bayyana a ciki, haɗa da ƙaƙƙarfan magana guda 2, kuma rubuta jumla ɗaya "me yasa" bayani. Alama jigogi da shaida mara ƙarfi daban.Bayani: <<lambobi>>
Ina so in gwada jigo mai zuwa: "<< jigo >>" .Ka lissafta keɓance ƙa'idodin da ke tallafawa da ƙin yarda da wannan jigon a cikin rubutun tushe. A ƙarshe, kimanta yadda ƙarfin jigon yana goyan bayan (ƙarfi / matsakaici / rauni) . Source: << rubuce-rubuce >>
Juya wannan jerin jigogi zuwa fahimta da shawarwari. Ga kowane jigo:1) fahimtar jumla ɗaya (wanda ya ƙunshi “saboda…”),2) shawarwarin ƙira na kankare,3) abin da allo/ gudana wannan shawarar ya shafa.Kada ku gyara; Idan tushen ya raunana, rubuta "ana buƙatar ƙarin bincike." Jigogi: <<jeri>>
Rauni mai ƙarfi / Ƙarfi mai ƙarfi
Rauni: "Bincika waɗannan maganganun kuma gaya mani sakamakon."
Sakamako: Takaitaccen bayani ba tare da tushe ba, ba tare da bayanin mitar ba, kuma buɗe don ƙari.
Ƙarfafa: "Kaddamar da wannan kwafin tare da tambarin da na ba ku; haɗa kowane jigo zuwa abin da aka ambata daga [Dan takara
Sakamako: Maɗaukaki mai girma, tushen shaida, ƙira mai ƙima.
Bambanci: ƙaƙƙarfan faɗakarwar faɗaɗa mitar + ƙididdiga + raunin anka mai sauri; wadannan suna hana wuce gona da iri da rugujewa.
Kuskuren gama gari
- Ba ƙidaya mita. Yin yanke shawara ba tare da sanin ko akwai mutane 2 ko 20 a bayan hukuncin "Masu amfani suna son X ba".
- Ɗaukar tsananin motsin rai kamar yadda yake. AI yana kula da haskaka maganganu masu ƙarfi; Zai iya ɓoye yawancin tsaka tsaki.
- Kawar da siginar tsiraru. Batun da mutane kaɗan ke fuskanta na iya zama mai mahimmanci (misali samun dama).
- Ba buƙatar ambato ba. Jigon mara magana shine jigon da ba'a iya tantancewa.
- Kammala a cinya ɗaya. Ƙirƙiri yana maimaitawa; Gwada fitowar farko kuma ƙara saurin faɗakarwa.
A takaice
Haɗin kai shine dalilin da ke juya danyen bayanai zuwa hangen nesa wanda ke tafiyar da ƙira. AI yana haɓaka matakan injina sosai kamar codeing da haɗakar kusanci, amma ma'ana da mahimmancin fahimtar ya kasance ɗan adam. Ƙa'idar zinariya ita ce haɗa kowane jigo zuwa magana ta zahiri; kirga mitar, daidai don wuce gona da iri, kar a rasa siginar tsiraru. Lokacin da ka kafa jerin shaidun da suka tashi daga kallo zuwa nakalto, daga jigo zuwa shawara, za ka cimma nasarar binciken da ke da sauri kuma mai karewa.
Aikin aikace-aikace
- Bata sunana 8-10 (ko na almara) tambayoyin tambayoyinku/bincike.
- Rubuta makircin lambar ku (tambayoyin 6-8) kuma sanya shi lambar ta hanyar basirar wucin gadi tare da saurin farko.
- Cire jigogi tare da faɗakarwa na biyu; Lura da yawan mahalarta da suka bayyana ga kowane jigo.
- Gwada jigo mafi ƙarfi tare da faɗakarwa na uku: kwatanta goyan baya da karyatawa.
- Rubuta jigo ta hanyar basira + ba da shawara + allon da abin ya shafa kuma tsara jerin shaidu.
jerin abubuwan dubawa
- [ ] Na ba AI tsarin codeing dina a gaba.
- [ ] Na haɗa kowane jigo zuwa aƙalla magana ɗaya ta zahiri.
- [ ] Na kirga adadin mahalarta guda nawa ne suka bayyana ga kowane jigo.
- [ ] Na kan gyara karin gishiri magana.
- [ ] Na yanke shawara mai kyau ko don kawar da siginar tsiraru.
- [ ] Na haɗa abubuwan da aka fahimta zuwa ƙirar ƙira da kuma allon da abin ya shafa.