Aikace-aikacen Ƙarshe-zuwa-Ƙarshe: Ƙarshen Ƙarshen Wata-Ƙarshen AI-Karshen

Riba:

• Ikon aiwatar da ƙarshen ƙarshen-ƙarshen ƙarshen wata tare da kwararar AI mai matakai biyar
• Ikon yin amfani da tabbaci na tilas, checksum da matakan alamar tushe a kowane mataki
• Ƙarfin samar da rufewa wanda ke da juriya ga dubawa na waje tare da cikakken saƙon duba da sawun duba

A cikin raka'a goma da suka gabata, mun koyi sassan ɗaya bayan ɗaya: fassarar tebur, sarrafa daftari, nazarin kasafin kuɗi, rahoton KPI, tsinkaya, Excel, sayayya, aiki, dubawa da sirri. A cikin wannan naúrar ta ƙarshe mun haɗa shi duka zuwa guda ɗaya na aiki na gaskiya: rufewar ƙarshen wata da rahoton gudanarwa. Manufar ita ce kafa cikakken tsari yayin amfani da AI a matsayin mataimaki na ƙarshe-zuwa-ƙarshe yayin da ba a taɓa yin watsi da horon tantancewa, keɓantawa da hanyar duba ba. Za mu ga mataki-mataki yadda ƙwararriyar lissafin kuɗi / kuɗi za ta gudanar da ƙarshen wata na gaske.

Menene Rufe Ƙarshen Wata?

Rufe ƙarshen wata shine tsarin yin rikodi da daidaita duk ma'amalar kuɗi na wani lokaci, kammala bayanan da samar da rahoton gudanarwa. Yawancin lokaci ana yin shi ƙarƙashin matsin lokaci, tare da bayanai daga tushe da yawa. Wannan shine ainihin dalilin da ya sa shine tsarin da AI ke haɓakawa amma yana buƙatar horo mafi girma.

Za mu raba tsarin zuwa matakai biyar: (1) tattara bayanai da tsaftacewa, (2) sarrafawa da rarrabawa, (3) nazari da daidaitawa, (4) bayar da rahoto, (5) tabbatarwa da adanawa. Za mu nuna wace fasaha na rukunin da muke amfani da su a kowane mataki.

Tukwici: Yi amfani da AI a cikin matakai a cikin kwararar ƙarshe zuwa ƙarshen, ba tare da faɗakarwa ɗaya ba. Tabbatar da fitarwa na kowane mataki da shigar da shi cikin na gaba yana ba da damar kuskure da wuri; Ana gyara kurakurai a tushen inda ya fi arha yin hakan.

Mataki-mataki: Rufe Mataki Biyar

1. Tattara da tsabta (Raka'a 6). Kawo bayanan banki, lissafin kuɗi, bayanan tallace-tallace a cikin tsari ɗaya; Tsaftace ginshiƙan ƙazanta tare da AI.
2. Tsari da rarraba (Raka'a 2). Yi jadawalin kuɗin rubutu kyauta kuma a duba daidaiton VAT.
3. Nazari da sulhu (Raka'a 1, 3, 9). Fassara allunan, cire ɓata-ɓangarorin fahimtar kasafin kuɗi, da aiwatar da sikanin rashin daidaituwa.
4. Rahoton (Kashi na 4). Samar da taƙaitaccen bayanin KPI da rahoton gudanarwa; sanya alamar tushe akan kowane adadi.
5. Tabbatar da adanawa (Raka'a 9, 10). Da hannu tabbatar da mahimman lambobi, ci gaba da bin hanyar dubawa, adana fitarwa a cikin amintaccen wuri.

Gudun Rauni / Ƙarfin Ƙarfi

Rauni mara ƙarfi: Manna dukkan bayanan wata a cikin AI a lokaci ɗaya, yana cewa "shirya mini rahoton ƙarshen wata" da aika rahoton da aka samu ga gudanarwa ba tare da tabbatar da shi ba.

Wannan yana haifar da fitowar da ba za a iya tantancewa ba, wanda ba za a iya gano tushensa ba, kuma yana haifar da haɗari na sirri.

Ƙarfafawa mai ƙarfi (mataki): Mataki na 1 - Tsaftacewa: "Mayar da shafi na bayanin banki mai zuwa (yawan rubutu) zuwa lamba, nuna matakan." Mataki na 2 - Rarraba: "Ɗauki waɗannan kashe kuɗi a cikin tebur tare da [tsari]; duba tushe + vat = jimla." Mataki na 3 - Analysis:" Yi ƙididdige ƙididdigar kasafin kuɗi-gaskiya, ƙididdiga mafi girma da ƙayyadaddun dokoki." barata." Mataki na 4 - Rahoto: "Rubuta taƙaitawar gudanarwa na KPI masu zuwa, sanya wa kowane adadi alama da [source]." Mataki na 5 - Tabbatar da:" Daidaita da'awar lambobi a cikin wannan taƙaitaccen bayanin tare da teburin tushen, yi alama waɗanda ba su dace ba kamar yadda BA'A TABBATA ba." + Tabbatar da lambobi 3 na hannu + hanyar dubawa.

Fitowar kowane mataki yana shiga mai tsabta da kuma tabbatarwa.

Taswirar Tabbatar da Ƙwarewar Mataki-Map

Mataki

gwaninta amfani

Tabbaci na wajibi

Tari/tsaftacewa

Tsabtace bayanai (Ü6)

Gwaji akan ƙananan bayanai, duba adadin layuka

Rabewa

Gudanar da daftari / kashe kuɗi (Ü2)

Ma'aunin VAT, duba jimillar

Bincike

Rahoton fassarar, kasafin kuɗi (Ü1,3)

Tabbatar da kashi da hannu

Anomaly

Binciken (Ü9)

Binciken ɗan adam, rashin yanke hukunci

Rahoto

Rahoton KPI (Ü4)

Alamar tushe, sautin tsaka tsaki

rumbun adana bayanai

Sirri, hanyar duba (Ü9,10)

Anonymization, ganowa

Ƙaddamarwar Rufewa

A ƙarshen tsari, gudanar da cikakken duba saƙo:

Matsayinku: babban mai binciken kudi. Aiki: Bitar rahoton ƙarshen wata da ke ƙasa don shirye-shiryen bugawa. Duba:1) Daidaiton kowace ƙididdiga na lambobi tare da teburin tushe2) Daidaiton lissafin ƙididdigewa da ƙididdigewa (sake ƙididdigewa)3) Duk wata sanarwa da ba ta riƙe ba ko kuma ba a san tushenta ba4) Sautin tsaka-tsaki (akwai karin magana / rashin fahimta) Fitarwa: dubawa | gaza cak | shawarwarin gyara. Amincewa; kawai duba da rahoto.<Rahoto>...</report> <source_tables>...</source_tables>

Tsanaki: AI mai kula da kai yana da ƙarfi amma bai wadatar ba. Hakanan samfurin zai iya tabbatar da kuskurensa. Wannan faɗakarwa shine Layer ido na biyu; Sa hannu na ƙarshe da alhakin koyaushe yana kan ƙwararrun ɗan adam. Tabbatar da aƙalla maɓalli uku da hannu daga tushen.

Maimaita Tsarin

Da zarar kun tabbatar da wannan kwararar, ba lallai ne ku sake rubuta shi daga karce kowane wata ba. Haɗa faɗakarwar lokaci, saita ƙa'ida, da matakan tabbatarwa cikin "littafin wasan rufewa." Ta wannan hanyar, tsarin ba ya dogara da mutum ɗaya ba, kowa da kowa a cikin ƙungiyar yana aiki daidai da daidaitattun daidaito, kuma ingancin ya kasance daidai wata-wata. AI kuma yana taimaka muku kafa wannan littafin wasan a karon farko.

Juya tsarin rufewar ƙarshen wata na mataki biyar da ke ƙasa zuwa “littafin wasan rufewa” da za a sake amfani da shi:- Ga kowane mataki: manufa | samfurin gaggawa don amfani | tabbatarwa na wajibi | alhakin rawar | Ƙayyadaddun lokaci - "Duba canji" tsakanin matakai (abin da za a tabbatar kafin ci gaba zuwa na gaba) - Ƙara lissafin "rufewa na ƙarshe" a ƙarshe Samar da wannan azaman samfuri wanda za'a iya cika kowane wata.

Wannan littafin wasan yana ba sabon memban ƙungiyar damar koyon tsarin cikin sauri kuma yana ba ku damar faɗi "tsarin mu yana daidaitawa kuma an rubuta shi" a cikin binciken waje. Daidaitawa yana ɗaya daga cikin mafi kyawun sakamako na tsari mai ƙarfin AI: kuna samun inganci mai maimaitawa da sauri.

Tukwici: Ci gaba da sabunta littafin wasan. A ƙarshen kowane rufewa, "menene ya faru a wannan watan, wane hanzari ya kamata mu inganta?" Yi taƙaitaccen kimantawa kuma sabunta samfuri. Tsarin ta haka ya zama ɗan kaifi kowane wata.

Mini Cases

Case 1 - Rufe kwana uku cikin kwana ɗaya. Ƙungiyar kuɗi ta sake gina tsarin ƙarshen wata tare da ci gaba na AI. Lokacin da tsaftace bayanai da rarrabuwa suka zama mai sarrafa kansa, an rage rufe kwanaki 3 zuwa kwana 1. Amma batu mai mahimmanci: matakan tabbatarwa a cikin bincike da rahoto an kiyaye su, ba a sadaukar da su don gudun gudu ba. Sakamakon ya kasance duka sauri kuma abin dogara.

Hali na 2 - Ci gaba mai gudana ya kama kwaro da wuri. Yayin da adadin layuka ya kasance 1,240 yayin lokacin tsaftacewa, ya ragu zuwa 1,198 bayan rarrabuwa. Kididdigar ta nuna haka nan take; An cire rikodin 42 saboda kuskuren tsari. Idan da an yi aiki tare da ƙaƙƙarfan hanzari guda ɗaya, da wannan rashi an bayyana shi shiru a cikin rahoton. Tabbacin ci gaba ya ceci aikin.

Case na 3 - An ƙaddamar da binciken binciken sawu. A cikin binciken waje na ƙarshen shekara, ƙungiyar ta gabatar da wani tarihin da ke ɗauke da tushen bayanai, saurin da aka yi amfani da su, samfuri, kwanan wata da mai tabbatarwa na kowane ƙarshen wata. Mai binciken na waje ya tantance tsarin a matsayin "mai kulawa da sarrafawa". An yi la'akari da amfani da AI a matsayin ikon sarrafawa, ba haɗari ba.

Kuskuren gama gari

• Ana aiwatar da duk wata tare da babban faɗakarwa guda ɗaya. Kuskuren yana ɓoye; A hankali a hankali, ana kama shi a tushen.
• Tsallake tabbatarwa don saurin gudu. Babban haɗarin rufewa shine saurin da ba a tabbatar da shi ba.
• Ba yin juzu'i na giciye. Asarar jere/yawan kuɗi a shiru cikin rahoton.
• Manta tushen tag. Dole ne a iya gano kowane adadi a cikin rahoton rufewa.
• Yin watsi da hanyar duba da adana kayan tarihi. Rufe abin da ba za a iya sa ido ba bashi da ƙimar shaida a duban waje.

A takaice

• Rufe ƙarshen wata shine yanayin ƙarshen-zuwa-ƙarshe na gaskiya wanda ya haɗu da duk ƙarfin tsarin a cikin guda ɗaya.
• Yi amfani da AI a cikin matakai; Tabbatar da fitarwa na kowane mataki kuma shigar da shi zuwa na gaba, kuma za a kama kuskuren a tushen.
• Kowane mataki yana da nasa tabbaci na wajibi: daidaiton VAT, checksum, tabbatar da kashi, alamar tushe, ɓoye suna.
• Matsakaicin iko cikakke yana ba da ido na biyu amma ba madadin sa hannun ɗan adam ba; Tabbatar da aƙalla maɓalli uku da hannu.
• Hanyar bincike da amintaccen ma'ajiyar bayanai suna sanya ikon rufe AI mai dogaro da ƙarfi kamar sauri da juriya ga duba na waje.

Aikin aikace-aikace

Shirya bayanan rufe kowane wata (ainihin ko samfurin): bayanin banki, lissafin kuɗi, tallace-tallace da bayanan kasafin kuɗi. Bi matakan matakai biyar daga farko zuwa ƙarshe: tsaftacewa, rarrabawa, cire sabani da abubuwan da ba su dace ba, samar da taƙaitaccen bayani, sannan duba tare da saurin kulawar rufewa kuma da hannu tabbatar da aƙalla adadi uku. Kammala teburin bin diddigin duk lokacin da ake aiwatarwa kuma tabbatar da ɓoye bayanan sirri don sirri. A ƙarshe, rubuta a cikin sakin layi abin da za ku canza idan kun sake yin aikin.

jerin abubuwan dubawa

• [ ] Na raba tsarin zuwa matakai biyar maimakon guda ɗaya.
• [ ] Na inganta fitowar kowane mataki kuma na shigar da shi cikin na gaba.
• [ ] Na duba lissafin cak da lissafin jere tsakanin matakai.
• [ ] Na sanya alamar tushe akan kowane adadi a cikin rahoton gudanarwa.
• [ ] Na gudu da sauri duban rufewa kuma da hannu na tabbatar da aƙalla lambobi uku.
• [ ] Na kiyaye hanyar duba bayanan kuma na ɓoye bayanan kuma na adana su a wuri mai tsaro.

Gwajin Module

1. Menene mataki mafi mahimmanci bayan samun AI ta taƙaita bayanin samun kudin shiga?

• A) Kwatanta mahimman ƙididdiga da kaso a cikin taƙaitawa tare da teburin tushe kuma da hannu tabbatar da aƙalla ɗaya daga cikinsu ✔
• B) Sadar da taƙaitaccen bayani ga gudanarwa kamar yadda yake, saboda AI ba shi da kuskure a lissafin
• C) Sake taƙaita taƙaitaccen bayani don yin shi gajarta
• D) Kawai duba kurakuran nahawu

Bayani: Ko da yake takaitattun AI sun bayyana ruwa, suna iya ƙunsar kurakurai na lambobi ko hasashe. Kwatanta kowane maɓalli mai mahimmanci da kaso a cikin taƙaitawa zuwa teburin tushe da kuma tabbatar da aƙalla ɗaya da hannu mataki ne mara sulhu a cikin kasuwancin kuɗi.

2. Menene mafi amintaccen hanya lokacin sarrafa bayanin daftarin rubutu kyauta tare da AI?

• A) Karɓi tsari kyauta, amsoshi daban-daban na kowane daftari
• B) Neman fitarwa bisa ga ƙayyadaddun tsarin yanki da kuma duba VAT da jimlar daidaito ✔
• C) Barin adadin zuwa ƙididdigar gani na AI
• D) Bayar da samfurin ya dace da nau'ikansa ba tare da samar da jerin nau'ikan ba

Bayani: Neman fitarwa bisa ga ƙayyadaddun tsari (filaye kamar nau'i, tushe, VAT, kwanan wata) sannan a duba shi don daidaiton tushe + VAT = jimlar yana sa bayanan duka su daidaita kuma ana iya tabbatarwa.

3. Menene hanya mafi inganci don amfani da AI a cikin kasafin kuɗi vs ainihin bincike?

• A) Kawai bayar da ainihin adadi kuma ku tambayi AI don kimanta kasafin kuɗi
• B) Sanya dalilan karkatar da AI a cikin rahoton ba tare da tabbatar da su ba
• C) A lissafta sabani ta hanyar bayar da kasafin kudi da na ainihi tare, a jera manyan karkatattun kuma a fassara dalilan da suka ce hasashe ✔
• D) Kawai tambayar 'yaya kasafin kudina yake tafiya' ba tare da bada lambobi ba

Bayani: Ba da kasafin kuɗi da ainihin ƙididdiga tare, kiyaye karkacewar ƙididdigewa a matsayin kashi, ƙayyadaddun tsarin samun kudin shiga/ kashe kuɗi da jera manyan karkatattun bisa ga cikakken kashi; Yana hanzarta duka lissafi da ba da labari. Dalilan da samfurin ya ba da shawara su ne hasashe kuma dole ne mutane su tabbatar da su.

4. Wanne daga cikin waɗannan ya fi daidai lokacin shirya rahoton KPI da za a gabatar da shi ga hukumar tare da AI?

• A) Raba jerin lambobi kawai
• B) Ba da damar AI don ƙara yawan lambobi don sa su zama masu ban sha'awa
• C) Ƙara ƙididdiga na asali waɗanda ba a san su ba tare da bayanin kula 'AI ƙididdiga'
• D) Gabatar da kowane ma'auni tare da yanayin, mahallin, aikin da aka ba da shawarar da tushen ganowa ✔

Bayani: Kyakkyawan rahoton gudanarwa ba tarin lambobi ba ne; Gabatar da kowane ma'auni tare da yanayi, mahallin, shawarar da aka ba da shawarar da kuma tushen abin bin diddigi yana ƙara ƙima ga mai yanke shawara. Hakanan ya kamata sautin ya kasance tsaka tsaki da gaskiya.

5. Wanne tsarin ya fi daidai lokacin amfani da AI don hasashen kudaden shiga?

• A) Yin amfani da AI a matsayin mataimaki wanda ke haifar da zato masu haske, kyakkyawan fata / tushe / yanayi mara kyau da kuma tabbatar da tsinkaya tare da hukuncin ɗan adam ✔
• B) Karɓar lamba ɗaya da AI ta bayar a matsayin ainihin gaba
• C) Fadin 'kayi hasashen shekara mai zuwa' ba tare da bayyana wani zato ba
• D) Amincewa da tunanin samfurin ba tare da bayar da bayanan tarihi ba

Bayani: AI yana da ƙarfi a samar da al'amura dangane da bayanan tarihi da kuma zato da aka bayyana a sarari; Duk da haka, ya kamata a nemi kewayon hasashe, ba lamba ɗaya ba, kuma ya kamata a tabbatar da ƙimar ƙarshe ta hanyar yanke hukunci na mutumin da ya san yanayin kasuwanci. Samfurin bai san makomar gaba ba, yana aiwatar da alamu da zato.

6. Menene mafi kyawun hali bayan samar da hadadden tsarin Excel tare da AI?

• A) Manna dabarar kai tsaye a cikin babban littafin aiki kuma fara amfani da shi
• B) Tsammanin tsarin daidai yake idan yana da tsayi
• C) Gwajin dabarar akan ƙaramin samfurin bayanan da aka saita tare da sanannun sakamako ✔
• D) Kallon kawai ko tsarin yana aiki ba tare da kurakurai ba kuma baya duba sakamakon

Bayani: AI yana da matukar taimako wajen samar da dabara amma yana iya ƙunsar nassoshi tantanin halitta, sigar / saitunan harshe ko kurakurai. Gwajin dabarar akan ƙaramin bayanan samfurin da aka saita tare da sanannen sakamako mataki ne na wajibi kafin shigo da shi cikin babban fayil ɗin.

7. Menene hanya mafi kyau don kwatanta ƙididdiga masu kaya da AI?

• A) Kawai zabar mafi ƙanƙanta farashin naúrar da yin watsi da jigilar kaya da lokaci
• B) Kimanta kowane tayin daban, tare da ma'auni daban-daban
• C) Karɓar amsar 'wannan ita ce mafi kyawun' amsa ba tare da hujja ba
• D) Daidaita tayin zuwa tsari na gama gari kuma a kwatanta su bisa jimillar farashi ✔

Bayani: Daidaita ƙididdiga a kan ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun bayanai (farashin raka'a, jigilar kaya, lokacin isarwa, lokacin biyan kuɗi, garanti) da kwatanta su da jimillar kuɗin mallakar yana ba da kwatancen apple-to-apples. Abubuwan da ba za a iya ƙididdige su ba kuma ana la'akari da su a cikin yanke shawara na ƙarshe.

8. Menene ya kamata a yi kafin liƙa tebur mai ɗauke da sakamakon kuɗi na kamfani wanda ba a bayyana ba a cikin kayan aikin AI na yau da kullun?

• A) Babu matsala, manna shi cikin kowane kayan aiki kyauta
• B) Duba tsarin bayanan abin hawa; Yin amfani da kayan aikin da aka yarda/masu aiki da bayanan ɓoye ✔
• C) Kawai canza sunan fayil kuma aika
• D) Kawar da haɗari ta hanyar aika bayanai azaman hoton allo

Bayyanawa: Bayanan kuɗi da ba a bayyana ba na iya zama masu hankali da bayanan ciki. Kada a aika bayanan kamfanoni zuwa kayan aikin gama-gari waɗanda ba su da garantin riƙewa; Ya kamata a yi amfani da kayan aiki da aka amince/masu aiki da manufofin bayanai, kuma ya kamata a ɓoye sunayen da ba dole ba.

9. Menene ke haifar da mafi girman haɗarin AI 'hallucinating' bayanan kuɗi?

• A) Samfurin yana amsawa a hankali
• B) Samfurin yana ba da gajerun amsoshi ne kawai
• C) Samfurin tabbatacce yana samar da adadi, rabo ko tushen da babu shi a zahiri ✔
• D) Samfurin yana gurbata halayen Turkiyya

Bayani: Halaci shine lokacin da samfurin ya sake fitar da lamba, rabo ko tushen da babu a zahiri. A cikin kuɗi, wannan na iya bayyana a matsayin jimlar da ba a wanzuwa ko kashi na ƙarya; don haka dole ne a tabbatar da kowane fitarwa a kan tushen.

10. Wanne daga cikin waɗannan shine daidaitaccen aiki na amfani da AI dangane da dubawa da bin doka?

• A) Yin amfani da abubuwan AI kai tsaye ba tare da taɓa yin rikodin su ba
• B) Tsallake matakin tabbatarwa don yin sauri
• C) Barin duk wani nauyi ga mai ba da kayan aikin AI
• D) Rike hanyar duba bayanan da aka yi amfani da su, da sauri, kwanan wata da mai tabbatarwa ✔

Bayani: A cikin nazarin kuɗi da aka samar tare da fitowar AI, ya kamata a iya gano waɗanne bayanai aka yi amfani da su, abin da aka samar da wanne hanzari, kwanan wata da wanda ya tabbatar da shi. Hanyar tantancewa da amincewar ɗan adam sune tushen yarda; Fitowar da ba a iya ganowa ba ta da ƙimar shaida.

11. Me ya sa bambanci tsakanin ƙididdigar tsabar kuɗi da nazarin riba ke da mahimmanci?

• A) Riba da tsabar kuɗi sun bambanta; Ko da lokacin riba na iya fuskantar gibin kuɗi, don haka dole ne a ƙididdige yawan kuɗi ✔
• B) Riba da tsabar kuɗi abu ɗaya ne, babu buƙatar tantance su biyu daban
• C) Kudi koyaushe ya fi riba, babu haɗari
• D) Ba a buƙatar zato don tsinkayar kuɗi, yana ba da sakamako daidai

Bayani: Riba ra'ayi ne na lissafin kudi; Ana yin rikodin tallace-tallace azaman kudaden shiga lokacin da aka fitar da daftari, amma tsabar kuɗi na iya zuwa da yawa daga baya. Ko da wata mai riba zai iya ƙare tare da gibin kuɗi. Sabili da haka, ya zama dole a saka idanu akan haɗarin ruwa na makonni daban tare da tsinkayar tsabar kuɗi na mako-mako.

12. Mene ne mafi kyawun hanya yayin yin bincike don kwafi ko bayanan mara kyau a cikin bayanin kashe kuɗi tare da AI?

• A) Kai tsaye share duk layuka waɗanda AI ta ce 'kwafi' ne.
• B) Samun alamar samfuri da tabbatar da bayanan, barin matakin sharewa / yanke shawara ga bitar ɗan adam ✔
• C) Neman samfurin don yin takamaiman hukunci na 'rashin bin ka'ida'
• D) Samfura kaɗan kaɗan kawai kuma bar sauran ba a bincika ba

Bayyanawa: AI yana da ƙarfi wajen ƙaddamar da bayanan da ake tuhuma, amma 'zai iya zama kwafi' alama ce, ba yanke shawara ba. Samfurin yana nuna kuma ya tabbatar; Shawarwarin, haɗawa ko 'rashin daidaituwa' hukunci koyaushe ana yin shi ta hanyar bita na ɗan adam.

13. Wanne daga cikin waɗannan shine mafi kyawun aiki lokacin tsaftace bayanan kuɗi mara kyau tare da AI?

• A) Tsaftacewa a cikin sabbin ginshiƙai da adana albarkatun ɗan adam, ƙayyadaddun sigar da mai rarrabawa da tabbatar da sakamakon a cikin ƙaramin samfurin ✔
• B) Canza danyen bayanan ta hanyar rubutawa kai tsaye
• C) Neman tsari ba tare da tantance sigar Excel/Sheets ba
• D) Aiwatar da sakamakon tsaftacewa ga duk bayanan ba tare da duba shi kwata-kwata ba

Bayyanawa: Ya kamata a yi tsaftace bayanan a cikin sababbin ginshiƙai ba tare da lalata ainihin bayanan danyen bayanai ba. Bugu da ƙari, ya kamata a ƙayyade sigar Excel/Sheets da keɓancewar ƙima, kuma yakamata a tabbatar da sakamakon akan ƙaramin samfurin tare da sanannun sakamako. Kare danyen bayanai shine tabbacin samun damar murmurewa daga kurakurai.

14. Menene hanya mafi kyau don gudanar da ƙarshen-zuwa-ƙarshe tare da AI?

• A) Gudanar da duk wata-wata tare da hanzari guda ɗaya da aika rahoton ba tare da tabbatar da shi ba
• B) Tsallake tabbatarwa da matakan bincike don saurin gudu
• C) Karanta rahoton ƙarshe kawai kuma ba a duba matsakaicin matakan kwata-kwata
• D) Rarraba tsarin cikin matakai, tabbatar da kowane fitarwa, yin jimlar sarrafawa da kiyaye hanyar duba ✔

Bayani: Bayar da duk wata tare da babban sauri guda ɗaya yana ɓoye kuskuren. Yin aiwatar da tsari mataki-mataki (tsaftacewa, rarrabuwa, bincike, rahoto, tabbatarwa) da kuma tabbatar da fitowar kowane mataki da yin kididdigar ƙididdiga tsakanin matakai yana kama kuskuren tushensa; Hanyar tantancewa da tabbatar da lambobi na hannu suna tabbatar da mutunci.