Intangiriro

Kwiyongera kwa bagenzi ba AI byahinduye uburyo dukorana nikoranabuhanga, dutanga ubufasha bwihariye nubusabane kubakoresha. Ariko, kubaka sisitemu ya software ishyigikira abasangirangendo ba AI bitera ibibazo bikomeye bya tekiniki, harimo ubunini, uburambe bwabakoresha, hamwe nibitekerezo byimyitwarire. Muri iki kiganiro, tuzasesengura ibibazo bya tekiniki hamwe nuburyo bwiza mugushushanya porogaramu nini kandi yimyitwarire yububiko bwa AI.

Ibibazo bya tekiniki

Ubunini

Mugihe abasangirangendo ba AI barushijeho kwiyongera, ibyifuzo bya sisitemu nini ya software biriyongera. Abagenzi ba AI bakeneye amakuru menshi yo kwiga no kunoza, bishobora kuganisha kububiko bukomeye no gutunganya. Byongeye kandi, abasangirangendo ba AI bakeneye kuba bashoboye gukemura umubare munini wimikoreshereze yabakoresha, ibyo bikaba bishobora gutuma ubukererwe bwiyongera kandi imikorere ikagabanuka.

Kugira ngo ukemure ibyo bibazo byapimwe, abubatsi ba software bagomba gukora sisitemu ishobora gukemura umubare munini wamakuru hamwe n’imikoreshereze y’abakoresha mugihe gikomeza imikorere no kwitabira. Ibi birashobora kugerwaho hifashishijwe sisitemu yagabanijwe, kubara ibicu, hamwe na kontineri.

Uburambe bwabakoresha

Abagenzi ba AI bagomba gutanga ubunararibonye bwabakoresha kugirango babe ingirakamaro. Ibi bisaba gushushanya sisitemu zishobora kumva ibyifuzo byabakoresha nibyo ukunda, kandi bigatanga ibyifuzo byihariye nubufasha.

Kugirango ubigereho, abubatsi ba software bagomba gukora sisitemu zishobora gutunganya ururimi karemano (NLP), kwiga imashini (ML), hamwe nibikorwa bya mudasobwa (CV). Ibi birashobora kugerwaho hifashishijwe APIs, microservices, hamwe nibikorwa byubatswe.

Ibitekerezo byimyitwarire

Abagenzi ba AI bagomba kuba barateguwe mubitekerezo byimyitwarire, harimo ibanga ryamakuru, kubogama, no gukorera mu mucyo. Abagenzi ba AI bagomba kuba bashoboye gukoresha amakuru yumukoresha yunvikana, nkibiganiro byihariye nibyifuzo byawe, mugihe ukomeza kwizerana nicyizere.

Kugira ngo ukemure ibyo bitekerezo, abubatsi ba software bagomba gukora sisitemu ishobora kugenzura amakuru, kugenzura, no kugenzura. Ibi birashobora kugerwaho hifashishijwe ibanga rya algorithms, urutonde rwo kugenzura (ACLs), hamwe nibikoresho byo gutema no gukurikirana.

Imyitozo myiza

Gushushanya Sisitemu Yagutse

** Koresha Ibicu Kubara **: Kubara ibicu bitanga ibikorwa remezo binini kandi bisabwa kuri sisitemu ya AI.
** Koresha Containerisation **: Containerisation itanga uburyo bworoshye kandi bworoshye bwo gukoresha sisitemu ya AI.

Gushushanya Sisitemu-Umukoresha

** Koresha NLP na ML **: NLP na ML birashobora gufasha abasangirangendo ba AI gusobanukirwa ibyifuzo byabakoresha nibyo ukunda.
** Koresha API na Microservices **: APIs na microservices zirashobora gutanga uburyo bwa modular kandi bunini bwo gukora sisitemu ya AI. D.

Gutegura Sisitemu Yimyitwarire

** Koresha Kwinjira no Gukurikirana **: Kwinjira no kugenzura birashobora gutanga igaragara mumyitwarire ya sisitemu ya AI.

Kode Urugero

Urugero kode ikurikira irerekana uburyo wakoresha sisitemu yagabanijwe kugirango ukemure amakuru menshi hamwe n’imikoreshereze y’abakoresha. Uru rugero rukoresha Python ishingiye kuri sisitemu ikwirakwizwa na Redis base na seriveri ya Flask.

`` python gutumiza redis kuva flask itumiza Flask, gusaba

porogaramu = Flask (__ izina__)

Kwihuza na base ya Redis

redis_client = redis.Redis (host = 'localhost', icyambu = 6379, db = 0)

Sobanura amaherezo ya API kugirango ukemure imikoreshereze yabakoresha

@ porogaramu. Inzira ('/ imikoranire', uburyo = ['POST']) def imikoranire (): # Shakisha ibitekerezo byabakoresha mubisabwa umukoresha_input = gusaba.get_json () ['icyinjijwe']

# Bika abakoresha ibitekerezo muri base ya Redis
redis_client.set ('umukoresha_yinjiza', umukoresha_yinjiza)

# Tunganya ibitekerezo byabakoresha ukoresheje NLP na ML
yatunganijwe_yinjiza = inzira_yinjiza (umukoresha_yinjiza)

# Subiza ibyatunganijwe byinjira kubakoresha
garuka {'ibisohoka': yatunganijwe_yinjiza}

Sobanura imikorere yo gutunganya abakoresha ukoresheje NLP na ML

def inzira_yinjiza (umukoresha_yinjiza): # Koresha amasomero ya NLP na ML kugirango utunganyirize abakoresha # ... garuka yatunganijwe_yinjiza

niba izina == 'ibisobanuro': porogaramu.run (debug = Nukuri) `` `

Kugaragara

Imbonerahamwe ikurikira irerekana ubunini bwa sisitemu yagabanijwe ukoresheje Redis base na seriveri ya Flask.

imbonerahamwe { "ubwoko": "akabari", "amakuru": { "ibirango": ["Ububiko bwa Redis", "Urubuga rwa Flask"], "imibare": [ { "label": "Ubunini", "amakuru": [100, 200], "backgroundColor": [ "rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)" ], "umupaka w'amabara": [ "rgba (255, 99, 132, 1)", "rgba (54, 162, 235, 1)" ], "Ubugari bwumupaka": 1 } ] }, "amahitamo": { "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `

Umwanzuro

Kubaka abasangirangendo ba AI bisaba gushushanya sisitemu nini kandi yimyitwarire ya software ishobora gukoresha amakuru menshi hamwe n’imikoreshereze yabakoresha mugihe gikomeza imikorere no kwitabira. Ukoresheje sisitemu yagabanijwe, kubara ibicu, hamwe na kontineri, abubatsi ba software barashobora gukora sisitemu nini ishobora gukora umubare munini wimikoranire yabakoresha. Ukoresheje NLP na ML, APIs na microservices, hamwe nibikorwa byubatswe nububiko, abubatsi ba software barashobora gukora sisitemu-yibanze ya sisitemu ishobora kumva ibyifuzo byabakoresha nibyo bakunda. Ukoresheje ibanga ryibanga, kugenzura, no kwinjira no kugenzura, abubatsi ba software barashobora gukora sisitemu yimyitwarire ishobora kurinda amakuru yumukoresha kandi ikanatanga igaragara mumyitwarire ya sisitemu n'imikorere.

kubaka kubagenzi ba AI bisaba gusobanukirwa byimbitse kubibazo bya tekiniki nibikorwa byiza mugushushanya sisitemu nini ya software. Mugukurikiza umurongo ngenderwaho hamwe na kode ingero zitangwa muriyi ngingo, abubatsi ba software barashobora gukora sisitemu ya AI igendana na sisitemu nini, abakoresha-bashingiye, kandi bafite imyitwarire.

Kubaka abasangirangendo ba AI: Gushushanya sisitemu nini ya software