Ese AI ishobora guhanura Isoko ry'Imigabane?

Intangiriro

Guhanura isoko ry'imigabane kuva kera byari "ikintu cy'ingenzi" cy'imari gishakishwa n'abashoramari b'ibigo ndetse n'abacuruzi hirya no hino ku isi. Hamwe n'iterambere riherutse mu Buhanga bw'Ubukorano (AI) na ML , benshi bibaza niba ubu buryo bw'ikoranabuhanga bwarafunguye ibanga ryo guhanura ibiciro by'imigabane. Ese AI ishobora guhanura isoko ry'imigabane? Iyi nyandiko isuzuma icyo kibazo mu buryo bw'isi yose, igaragaza uburyo moderi zishingiye kuri AI zigerageza guhanura ihindagurika ry'isoko, ishingiro ry'inyigisho ziri inyuma y'izi moderi, n'imbogamizi nyazo bahura nazo. Turagaragaza isesengura ridafite aho ribogamiye, rishingiye ku bushakashatsi aho kuba ibinyoma, ry'icyo AI ishobora n'icyo idashobora gukora mu rwego rwo guhanura isoko ry'imari.

Mu nyigisho z’imari, ikibazo cyo guhanura gishimangirwa na Efficient Market Hypothesis (EMH) . EMH (cyane cyane mu buryo bwayo "bukomeye") ivuga ko ibiciro by’imigabane bigaragaza neza amakuru yose ahari igihe icyo ari cyo cyose, bivuze ko nta mushoramari (ndetse n’abantu bakomeye) bashobora gukomeza gukora neza ku isoko bacuruza amakuru ahari ( Imiterere y’ibiciro bishingiye ku makuru ashingiye ku miyoboro y’imitsi: Isuzuma ). Mu magambo make, niba amasoko akora neza cyane kandi ibiciro bikagenda mu buryo butunguranye , noneho guhanura neza ibiciro by’ejo hazaza bigomba kuba bidashoboka. Nubwo iyi nyigisho iteye, gukurura isoko byatumye habaho ubushakashatsi bwimbitse ku buryo buhanitse bwo guhanura. Ubuhanga bwo gukora ibishushanyo mbonera (AI) n’ubumenyi bw’imashini byabaye ingenzi muri ubu buryo, bitewe n’ubushobozi bwabo bwo gutunganya amakuru menshi no kumenya imiterere mito abantu bashobora kubura ( Gukoresha Imashini Kwiga mu Guhanura Isoko ry’Imigabane... | FMP ).

Iyi nyandiko yera itanga incamake yuzuye y'ubuhanga bwa AI bukoreshwa mu guhanura isoko ry'imigabane no gusuzuma imikorere yabwo. Tuzareba ishingiro ry'inyigisho z'uburyo buzwi (kuva ku buryo busanzwe bwo gusesengura igihe kugeza ku miyoboro y'ubwonko bwimbitse no kwigira hamwe imbaraga), tuganire ku makuru n'amahugurwa kuri izi moderi, kandi tugaragaze imbogamizi n'imbogamizi nk'izo zihura na zo, nko gukoresha neza isoko, urusaku rw'amakuru, n'ibintu bidasanzwe byo hanze. Inyigo n'ingero by'ibintu bifatika birimo kugira ngo bigaragaze ibisubizo bivanze byabonetse kugeza ubu. Amaherezo, turasoza dukurikije ibyo abashoramari n'abakora mu buryo bufatika biteze ku bashoramari: kwemera ubushobozi butangaje bwa AI mu gihe twemera ko amasoko y'imari agumana urwego rwo kudateganya ku buryo nta algorithm ishobora gukuraho burundu.

Ishingiro ry'inyigisho za AI mu igenamigambi ry'isoko ry'imigabane

Iteganyagihe ry’imigabane rishingiye ku buhanga bwa AI rigezweho rishingiye ku bushakashatsi bwakozwe mu myaka myinshi mu mibare, imari, na siyansi ya mudasobwa. Ni ingenzi gusobanukirwa uburyo butandukanye kuva ku buryo gakondo kugeza ku buhanga bwa AI bugezweho:

• Uburyo gakondo bwo guteganya imigabane: Guteganya imigabane kare byashingiye ku buryo bw'ibarurishamibare bugaragaza imiterere mu biciro byashize bishobora kugaragaza ahazaza. Uburyo nka ARIMA (Auto-Regressive Integrated Moving Average) na ARCH/GARCH byibanda ku gufata imiterere y'umurongo n'ihindagurika ry'ibiciro mu makuru y'uruhererekane rw'igihe ( Imiterere y'ibiciro bishingiye ku makuru ashingiye ku miyoboro y'ubwonko: Isuzuma ). Izi miterere zitanga ishingiro ryo guteganya ibiciro binyuze mu kwerekana amateka y'ibiciro hakurikijwe ihame ry'uko ibintu bihagaze n'uko ibintu bihagaze. Nubwo ari ingirakamaro, imiterere gakondo ikunze kugorwa n'imiterere igoye kandi idahuje n'umurongo y'amasoko nyayo, bigatuma habaho ukuri kuke mu bikorwa ( Imiterere y'ibiciro bishingiye ku makuru ashingiye ku miyoboro y'ubwonko: Isuzuma ).

• Algorithm zo Kwiga mu Imashini: Uburyo bwo kwigisha mu mashini burenga formula z’ibarurishamibare zagenwe mbere binyuze mu kwiga imiterere iturutse ku makuru . Algorithm nka support vector machines (SVM) , random forests , na gradient boosting zakoreshejwe mu guhanura stock. Zishobora gushyiramo ibintu byinshi bitandukanye - kuva ku bipimo bya tekiniki (urugero, moving averages, trading volume) kugeza ku bipimo by’ibanze (urugero, inyungu, amakuru y’ubukungu rusange) - kandi zisangemo isano idashingiye ku murongo umwe hagati yazo. Urugero, moderi ya random forest cyangwa gradient boosting ishobora gusuzuma ibintu byinshi icyarimwe, igafata imikoranire moderi yoroshye ya linear ishobora kubura. Izi moderi za ML zagaragaje ubushobozi bwo kunoza neza uburyo bwo guhanura binyuze mu kumenya ibimenyetso bigoye mu makuru ( Gukoresha Machine Learning for Stock Market Prediction... | FMP ). Ariko, zisaba gukosora neza no kumenya amakuru menshi kugira ngo hirindwe gushyiramo cyane (kwiga urusaku aho gukoresha ikimenyetso).

• Kwiga mu buryo bwimbitse (Imiyoboro y'imitsi): Imiyoboro y'imitsi yimbitse , yahumetswe n'imiterere y'ubwonko bw'umuntu, yamenyekanye cyane mu guhanura isoko ry'imigabane mu myaka ya vuba aha. Muri yo, Imiyoboro y'imitsi isubiramo (RNNs) yayo ya Long Short-Term Memory (LSTM) yagenewe by'umwihariko amakuru y'uruhererekane nk'uruhererekane rw'igihe cy'imigabane. LSTM zishobora kubika kwibuka amakuru ya kera no gufata ibintu bishingiye ku gihe, bigatuma zihura neza n'icyitegererezo cy'icyitegererezo, uruziga, cyangwa izindi ngero zishingiye ku gihe mu makuru y'isoko. Ubushakashatsi bwerekana ko LSTM n'izindi moderi zo kwiga mu buryo bwimbitse zishobora gufata imibanire igoye, idahuje n'umurongo mu mibare y'imari moderi zoroshye zitabona. Ubundi buryo bwo kwiga mu buryo bwimbitse burimo Convolutional Neural Networks (CNNs) (rimwe na rimwe ikoreshwa ku "mashusho" y'ikoranabuhanga cyangwa uruhererekane rwanditseho), Transformers (zikoresha uburyo bwo kwita ku bintu kugira ngo zipime akamaro k'intambwe zitandukanye z'igihe cyangwa amasoko y'amakuru), ndetse na Graph Neural Networks (GNNs) (kugira ngo zigaragaze imibanire hagati y'imigabane mu gishushanyo mbonera cy'isoko). Izi neti zigezweho z’imitsi zishobora kwakira amakuru atari ibiciro gusa ahubwo no kubona andi masoko y’amakuru nk’amakuru, amarangamutima ku mbuga nkoranyambaga, n’ibindi, kwiga ibintu bifatika bishobora kuba ari uguhanura ihindagurika ry’isoko ( Gukoresha Imashini yo Kwiga mu Guhanura Isoko ry’Imigabane... | FMP ). Kwiga mu buryo bwimbitse bizana n’ikiguzi: zikenera amakuru menshi, zikoresha cyane mu kubara, kandi akenshi zikora nk’ “udusanduku twirabura” tudasobanura neza.

• Kwiga Gushimangira: Indi mipaka mu guhanura imigabane ya AI ni ukwiga gushimangira (RL) , aho intego atari uguhanura ibiciro gusa, ahubwo ari no kwiga ingamba nziza zo gucuruza. Mu rwego rwa RL, umukozi (icyitegererezo cya AI) akorana n'ibidukikije (isoko) afashe ingamba (kugura, kugurisha, kubika) no kwakira ibihembo (inyungu cyangwa igihombo). Uko igihe kigenda gihita, umukozi yiga politiki yongerera igihembo cyuzuye. Kwiga Gushimangira mu Buryo Bwuzuye (DRL) bihuza imiyoboro y'imitsi n'ubumenyi bwo gushimangira kugira ngo bicunge isoko rinini. Igikurura RL mu by'imari ni ubushobozi bwayo bwo gusuzuma urukurikirane rw'ibyemezo no kunoza neza inyungu z'ishoramari, aho guhanura ibiciro ukwabyo. Urugero, umukozi wa RL ashobora kwiga igihe cyo kwinjira cyangwa kuva mu myanya hashingiwe ku bimenyetso by'ibiciro ndetse no guhinduka uko imiterere y'isoko ihinduka. Ikigaragara ni uko RL yakoreshejwe mu gutoza moderi za AI zirushanwa mu marushanwa y'ubucuruzi bw'imibare no muri sisitemu zimwe na zimwe z'ubucuruzi bwite. Ariko, uburyo bwa RL buhura kandi n'imbogamizi zikomeye: busaba amahugurwa menshi (kwigana imyaka y'ubucuruzi), bushobora kugira ibibazo byo kudahuza cyangwa imyitwarire itandukanye niba budatunganijwe neza, kandi imikorere yabwo irushaho kuba myiza ku bidukikije by'isoko. Abashakashatsi bagaragaje ibibazo nko kugabanyirizwa amafaranga menshi mu kubara no kutagira ingaruka ku isoko ry’imigabane. Nubwo hari izi mbogamizi, RL igaragaza uburyo bwiza, cyane cyane iyo ihujwe n’ubundi buryo (urugero, gukoresha uburyo bwo guhanura ibiciro hamwe n’ingamba zo gutanga imigabane zishingiye kuri RL) kugira ngo habeho uburyo bwo gufata ibyemezo buhuriweho ( Guhanura Isoko ry’Imigabane hakoreshejwe Kwiga Gushimangira Ingufu ).

Inkomoko y'amakuru n'uburyo bwo guhugura

Uko ubwoko bw'icyitegererezo bwaba buri kose, amakuru ni inkingi y'igenamigambi ry'isoko ry'imigabane rya AI. Abakoresha icyitegererezo bakunze guhugurwa ku makuru y'isoko ry'amateka n'andi makuru ajyanye naryo kugira ngo bamenye imiterere. Inkomoko n'ibintu bisanzwe bikoreshwa mu gutanga amakuru birimo:

• Ibiciro by'amateka n'ibipimo bya tekiniki: Hafi ya moderi zose zikoresha ibiciro by'imigabane byashize (bifunguye, biri hejuru, biri hasi, biri hafi) n'ingano y'ubucuruzi. Muri ibi, abasesenguzi bakunze kubona ibipimo bya tekiniki (impuzandengo yimuka, igipimo cy'imbaraga, MACD, nibindi) nk'inyongera. Ibi bipimo bishobora gufasha kugaragaza icyerekezo cyangwa imbaraga moderi ishobora gukoresha. Urugero, moderi ishobora gufata nk'inyongera ku biciro n'ingano y'iminsi 10 ya nyuma, hamwe n'ibipimo nk'impuzandengo yimuka cyangwa ibipimo by'ihindagurika ry'ibiciro, kugira ngo hamenyekane izamuka ry'ibiciro ku munsi ukurikiyeho.

• Ibipimo by'Isoko n'Amakuru y'Ubukungu: Uburyo bwinshi burimo amakuru yagutse ku isoko, nk'urwego rw'ibipimo, inyungu, izamuka ry'ibiciro, izamuka ry'umusaruro rusange w'imigabane, cyangwa ibindi bipimo by'ubukungu. Ibi bintu binini bitanga imiterere (urugero, uko isoko rihagaze muri rusange cyangwa ubuzima bw'ubukungu) bishobora kugira ingaruka ku mikorere y'imigabane y'umuntu ku giti cye.

• Amakuru n'amakuru y'amarangamutima: Umubare ukomeje kwiyongera wa sisitemu za AI zinjira mu makuru adasobanutse nk'inkuru z'amakuru, amakuru y'imbuga nkoranyambaga (Twitter, Stocktwits), na raporo z'imari. Uburyo bwo gutunganya ururimi karemano (NLP), harimo n'uburyo bugezweho nka BERT, bukoreshwa mu gupima uko isoko rihagaze cyangwa kumenya ibintu bifatika. Urugero, niba amakuru ahinduka nabi cyane ku kigo cyangwa urwego runaka, moderi ya AI ishobora guhanura igabanuka ry'ibiciro by'imigabane bifitanye isano. Mu gutunganya amakuru agezweho n'amarangamutima yo ku mbuga nkoranyambaga , AI ishobora gukora vuba kurusha abacuruzi ku makuru mashya.

• Amakuru Andi: Bamwe mu bashakashatsi bakomeye bashinzwe ikoranabuhanga rya "hedge funds" n'abashakashatsi ba "AI" bakoresha andi masoko y'amakuru - amashusho ya satelite (ku bijyanye n'urujya n'uruza rw'amaduka cyangwa ibikorwa by'inganda), amakuru yerekeye ibikorwa by'amakarita y'inguzanyo, uburyo bwo gushakisha amakuru kuri interineti, nibindi - kugira ngo babone ubumenyi buhanitse. Aya makuru atari asanzwe rimwe na rimwe ashobora kuba ikimenyetso cy'ingenzi cy'imikorere y'imigabane, nubwo anatanga uburyo bwo gutozwa icyitegererezo.

Gutoza icyitegererezo cya AI cyo guhanura ububiko bikubiyemo kugiha aya makuru y’amateka no guhindura ibipimo by’icyitegererezo kugira ngo bigabanye amakosa yo guhanura. Ubusanzwe, amakuru agabanywamo itsinda ry’amahugurwa (urugero, amateka ya kera kugira ngo yige imiterere) n’itsinda ry’ibizamini/igenzura (amakuru agezweho kugira ngo hasuzumwe imikorere ku bintu bitagaragara). Bitewe n’imiterere y’amakuru y’isoko, hafatwa ingamba zo kwirinda "kwitegereza ahazaza" - urugero, icyitegererezo gisuzumwa ku makuru yo mu bihe bya nyuma y’igihe cy’amahugurwa, kugira ngo bigane uko byakora mu bucuruzi nyabwo. kwemeza ubw’igihe bukoreshwa mu gihe runaka (nk’igenzura ryo kugenda imbere) bukoreshwa kugira ngo icyitegererezo gihurize hamwe neza kandi ntigihuzwe n’igihe kimwe gusa.

Byongeye kandi, abakora akazi bagomba gukemura ibibazo by’ubwiza bw’amakuru no kuyatunganya mbere y’uko atangwa. Amakuru abura, ibintu bidasanzwe (urugero, kwiyongera gutunguranye bitewe no kugabanyuka kw’imigabane cyangwa ibintu byabaye rimwe gusa), n’impinduka mu mikorere ku masoko byose bishobora kugira ingaruka ku mahugurwa y’icyitegererezo. Ubuhanga nko kuvugurura, gukuraho imiterere, cyangwa gukuraho ibihe bishobora gukoreshwa ku makuru yinjiye. Uburyo bumwe bugezweho bwo gutandukanya ibiciro mo ibice (imigendekere, imikorere, urusaku) no kubishushanya ukwabyo (nk’uko byagaragaye mu bushakashatsi buhuza uburyo butandukanye bwo gusenya n’imiyoboro y’ubwonko ( Guhanura Isoko ry’Imigabane hakoreshejwe Kwiga Gushimangira Ingufu )).

Uburyo butandukanye bufite ibisabwa mu mahugurwa atandukanye: uburyo bwo kwiga byimbitse bushobora gukenera amakuru ibihumbi amagana kandi bukungukira ku kwihutisha GPU, mu gihe uburyo bworoshye nka logistic regression bushobora kwigira ku makuru mato. Uburyo bwo kwiga busaba igikoresho cyo gusimbuza cyangwa ibidukikije kugira ngo bihuzwe; rimwe na rimwe amakuru y’amateka asubirwamo ku mukozi wa RL, cyangwa ibikoresho byo gusimbuza isoko bigakoreshwa mu gutanga ubunararibonye.

Amaherezo, iyo zimaze gutozwa, izi moderi zitanga imikorere yo guteganya - urugero, umusaruro ushobora kuba igiciro cyateganijwe cy'ejo hazaza, amahirwe ko imigabane izazamuka, cyangwa igikorwa gisabwa (kugura/kugurisha). Ubu buryo bwo guteganya bukunze gushyirwa mu ngamba z'ubucuruzi (hamwe n'ingano y'imigabane, amategeko agenga imicungire y'ibyago, nibindi) mbere yuko amafaranga nyayo ashyirwa mu kaga.

Inzitizi n'imbogamizi

Nubwo uburyo bwo gukora ibishushanyo mbonera bya AI bwabaye ingirakamaro cyane, guhanura isoko ry'imigabane biracyari ikibazo gikomeye . Izi zikurikira ni imbogamizi z'ingenzi n'imbogamizi bituma AI idakora neza ku isoko:

• Ingufu z'Isoko n'Uburyo Butunguranye: Nkuko byavuzwe mbere, igitekerezo cy'isoko ry'ingufu kivuga ko ibiciro bimaze kugaragaza amakuru azwi, bityo amakuru mashya atuma habaho impinduka zihuse. Mu buryo bufatika, ibi bivuze ko impinduka z'ibiciro ahanini ziterwa n'amakuru atunguranye cyangwa ihindagurika ryihariye. Mu by'ukuri, ubushakashatsi bwakozwe mu myaka ya za mirongo bwagaragaje ko ihindagurika ry'ibiciro by'imigabane mu gihe gito risa n'ihindagurika ryihariye ( Data-driven stock predicted models based on neural networks: A review ) - igiciro cy'ejo hashize nta ngaruka gifite ku by'ejo hazaza, birenze amahirwe yashoboraga kugaragara. Niba ibiciro by'imigabane ari ibintu bitunguranye cyangwa "bikora neza," nta buryo bwo kubihanura buri gihe mu buryo buhamye. Nk'uko ubushakashatsi bumwe bwabisobanuye mu buryo burambuye, "igitekerezo cy'ingufu z'imigabane n'igitekerezo cy'isoko cy'ingufu bivuga ko bidashoboka guhanura ibiciro by'imigabane mu buryo buhamye kandi bwizewe" ( Guhanura inyungu zijyanye n'imigabane ya S&P 500 hakoreshejwe imashini yo kwiga | Udushya mu by'Imari | Inyandiko yuzuye ). Ibi ntibivuze ko guhanura kwa AI buri gihe ntacyo bimaze, ariko bigaragaza umupaka w'ibanze: igice kinini cy'izamuka ry'isoko gishobora kuba urusaku gusa nubwo icyitegererezo cyiza kidashobora guhanura mbere y'igihe.

• Urusaku n'Ibintu Bidateganyijwe: Ibiciro by'imigabane bigira ingaruka ku bintu byinshi, byinshi muri byo bikaba ari ibintu bidasanzwe kandi bitateganyijwe. Ibintu byabaye muri politiki y'ubutaka (intambara, amatora, impinduka mu mategeko), ibiza, icyorezo, ibitero by'ubucuruzi bitunguranye, cyangwa ndetse n'ibihuha byo ku mbuga nkoranyambaga bishobora guhindura amasoko mu buryo butunguranye. Ibi ni ibintu umuntu ashobora kuba afite amakuru y'amahugurwa mbere (kuko atarigeze abaho) cyangwa bibaho nk'ibintu bitunguranye. Urugero, nta buryo bwa AI bwahuguwe ku makuru y'amateka yo mu 2010-2019 bwashoboraga kuba bwarahanuye by'umwihariko ihungabana rya COVID-19 mu ntangiriro za 2020 cyangwa izamuka ryayo ryihuse. Uburyo bwa AI bw'imari buragorana iyo ubutegetsi buhindutse cyangwa iyo ikintu kimwe giteza ibiciro. Nk'uko isoko rimwe ribivuga, ibintu nk'ibintu byabaye muri politiki y'ubutaka cyangwa amakuru y'ubukungu atunguranye bishobora gutuma ibyahanuwe bitagikoreshwa ako kanya ( Gukoresha Imashini yo Kwiga mu Guhanura Isoko ry'Imigabane... | FMP ) ( Gukoresha Imashini yo Kwiga mu Guhanura Isoko ry'Imigabane... | FMP ). Mu yandi magambo, amakuru atari ateganijwe ashobora guhora ahindura ibyahanuwe kuri algorithm , agashyiramo urwego rw'ibitagenda neza rudashobora kugabanuka.

• Gushyiramo ibintu byinshi no Guhuza: Uburyo bwo kwigira ku mashini bukunze gukoreshwa cyane – bivuze ko bushobora kumenya “urusaku” cyangwa ibintu bidasanzwe mu makuru y’amahugurwa neza cyane, aho kumenya imiterere rusange y’ibanze. Uburyo bwo gushyiramo ibintu byinshi bushobora gukora neza cyane ku makuru y’amateka (ndetse bukagaragaza inyungu zitangaje cyangwa ubuziranenge bwinshi mu rugero) ariko bugatsindwa cyane ku makuru mashya. Iki ni ikibazo gikunze kubaho mu mibare y’imari. Urugero, urusobe rw’imitsi rugoye rushobora kubona isano itari yo yabayeho mu bihe byashize ku buryo butunguranye (nk’uruvange rw’ibimenyetso byagiye bitangira guterana mu myaka 5 ishize) ariko iyo mibanire ishobora kudakomeza. Urugero rufatika: umuntu ashobora gushushanya uburyo bwo guhanura ko abatsindiye imigabane y’umwaka ushize bazahora bazamuka – bushobora kuba bujyanye n’igihe runaka, ariko niba imiterere y’isoko ihindutse, ubwo buryo buracika. Gushyiramo ibintu byinshi bitera imikorere mibi itari iy’urugero , bivuze ko ibyo moderi yahanuye mu bucuruzi bw’imbonankubone bishobora kuba byiza kurusha ibintu bitunguranye nubwo bigaragara ko ari byiza mu iterambere. Kwirinda gushyiramo ibintu byinshi bisaba ubuhanga nko kuvugurura, kugenzura uburyo ibintu bigoye, no gukoresha uburyo bwo kwemeza ibintu neza. Ariko, imiterere ikomeye ituma moderi za AI zikora neza ituma zishobora guhura n'iki kibazo.

• Ubwiza bw'amakuru n'uko aboneka: Imvugo ngo "imyanda yinjira, imyanda isohoka" ikoreshwa cyane kuri AI mu guhanura imigabane. Ubwiza, ingano, n'akamaro k'amakuru bigira ingaruka zikomeye ku mikorere y'icyitegererezo. Niba amakuru y'amateka adahagije (urugero, kugerageza guhugura umuyoboro wimbitse ku myaka mike gusa y'ibiciro by'imigabane) cyangwa adahagarariye (urugero, gukoresha amakuru yo mu gihe cya bullish cyane kugira ngo uhanure ibintu bitazagenda neza), icyitegererezo ntikizahuza neza. Amakuru ashobora kandi kubogama cyangwa kurokoka ( urugero, ibipimo by'imigabane bigabanya ibigo bidakora neza uko igihe kigenda gihita, bityo amakuru y'amateka ashobora kubogama hejuru). Gusukura no gukusanya amakuru si akazi koroshye. Byongeye kandi, andi masoko y'amakuru ashobora kuba ahenze cyangwa agoranye kuyabona, bishobora guha abakinnyi b'ibigo amahirwe mu gihe abashoramari bo mu bucuruzi basigaranye amakuru make. Hariho kandi ikibazo cy'inshuro : moderi z'ubucuruzi zigenda kenshi zikenera amakuru y'inshuro imwe ku yindi menshi kandi akeneye ibikorwa remezo byihariye, mu gihe moderi zigenda buhoro zishobora gukoresha amakuru ya buri munsi cyangwa ya buri cyumweru. Kugenzura ko amakuru ajyanye n'igihe (urugero, amakuru ajyanye n'ibiciro) kandi nta kubogama ku buryo bugaragara ni ikibazo gikomeje.

• Gusobanura neza no gusesengura: Uburyo bwinshi bwa AI, cyane cyane ubwo kwiga byimbitse, bukora nk'udusanduku twirabura . Bushobora gutanga ikimenyetso cy'ubuhanuzi cyangwa cy'ubucuruzi nta mpamvu yoroshye gusobanura. Uku kubura ubwisanzure bishobora guteza ikibazo ku bashoramari - cyane cyane ibigo bikeneye kwemeza ibyemezo ku bafatanyabikorwa cyangwa kubahiriza amabwiriza. Iyo imiterere ya AI ihanuye ko imigabane izagabanuka kandi igasaba ko igurishwa, umuyobozi w'imigabane ashobora gutinda niba adasobanukiwe impamvu. Kuba ibyemezo bya AI bidasobanutse bishobora kugabanya icyizere no kwemerwa, hatitawe ku kuri kw'uburyo bwa AI. Iki kibazo kirimo gutuma ubushakashatsi ku buryo bwa AI busobanurwa ku bijyanye n'imari, ariko biracyari ukuri ko akenshi hari itandukaniro hagati y'ubugoranye/ukuri bw'uburyo bwa AI no gusobanurwa neza.

• Amasoko n'Amarushanwa Bijyanye n'Ibiciro: Ni ngombwa kumenya ko amasoko y'imari ahinduka . Iyo imiterere y'iteganyagihe ivumbuwe (na AI cyangwa ubundi buryo) kandi igakoreshwa n'abacuruzi benshi, ishobora guhagarika gukora. Urugero, niba moderi ya AI isanze ikimenyetso runaka gikunze kubanziriza izamuka ry'imigabane, abacuruzi bazatangira gukora kuri icyo kimenyetso hakiri kare, bityo bagakemura ayo mahirwe. Mu by'ukuri, amasoko ashobora guhinduka kugira ngo ahagarike ingamba zizwi . Muri iki gihe, amasosiyete menshi y'ubucuruzi n'ibigo by'imari bikoresha AI na ML. Iri rushanwa bivuze ko inyungu iyo ari yo yose akenshi iba nto kandi irambye. Ingaruka ni uko moderi za AI zishobora gukenera kongera guhugurwa no kuvugururwa buri gihe kugira ngo zijyane n'impinduka mu isoko. Mu masoko akomeye kandi akuze (nk'imigabane minini yo muri Amerika), abakinnyi benshi bakomeye barimo gushaka ibimenyetso bimwe, bigatuma bigorana cyane kugumana inyungu. Ibinyuranye n'ibyo, mu masoko adakora neza cyangwa imitungo yihariye, AI ishobora gusanga nta bushobozi bw'igihe gito - ariko uko ayo masoko agenda ahinduka, icyuho gishobora kuziba. Uku guhinduka kw'amasoko ni ikibazo gikomeye: "amategeko agenga umukino" ntabwo ahoraho, bityo icyitegererezo cyakoraga umwaka ushize gishobora gukenera kuvugururwa umwaka utaha.

• Imbogamizi zo mu Isi Nyayo: Nubwo icyitegererezo cya AI cyashoboraga guhanura ibiciro neza, guhindura ibyahanuwe bikaba inyungu ni ikindi kibazo. Ubucuruzi butera ikiguzi cy'ibikorwa , nko komisiyo, gutakaza imisoro, n'imisoro. Icyitegererezo gishobora guhanura ibiciro byinshi bito neza, ariko inyungu zishobora gukurwaho n'amafaranga n'ingaruka ku isoko ry'ubucuruzi. Gucunga ibyago nabyo ni ingenzi - nta guhanura kwemejwe 100%, bityo ingamba iyo ari yo yose ishingiye kuri AI igomba kuba isobanura igihombo gishobora kubaho (binyuze mu mabwiriza yo guhagarika igihombo, gukwirakwiza porofayiro, nibindi). Inzego zikunze gushyira ubuhanuzi bwa AI mu buryo bwagutse bw'ingaruka kugira ngo AI idashyira umushinga ku gitekerezo gishobora kuba kitari cyo. Ibi bintu bifatika bivuze ko ubuhanga bwa AI bugomba kuba bukomeye kugira ngo bugire akamaro nyuma y'ibibazo bikomeye mu isi nyayo.

Muri make, ubuhanga bwo gukora ibishushanyo mbonera (AI) bufite ubushobozi butangaje, ariko izi mbogamizi zituma isoko ry'imigabane rikomeza kuba sisitemu iteganya ibintu ku buryo butunguranye, kandi idashobora kumenyekana neza. Uburyo bwo gukora ibishushanyo mbonera (AI) bushobora guhindura amahirwe ku mushoramari binyuze mu gusesengura amakuru neza kandi wenda hakaboneka ibimenyetso bito byo guhanura. Ariko, guhuza ibiciro byiza, amakuru asakuza, ibintu bitateganijwe, n'imbogamizi zifatika bivuze ko n'ubushobozi bwo gukora ibishushanyo mbonera (AI) bwiza rimwe na rimwe buzaba butari bwo - akenshi bikaba uko bitateganyijwe.

Imikorere ya AI Models: Ibimenyetso bivuga iki?

Ukurikije iterambere n'imbogamizi byavuzwe, ni iki twize mu bushakashatsi no mu bikorwa nyabyo byo gushyira mu bikorwa ubuhanga bwa AI mu igenamigambi ry'imigabane? Ibisubizo kugeza ubu biravangavanze, bigaragaza intsinzi nziza n'ibibazo bikomeye :

• Ingero z'Amahirwe yo Gukoresha Ubuhanga mu Kurwanya Ihindagurika ry'Ubukungu bw'Imigabane: Ubushakashatsi bwinshi bwagaragaje ko moderi za AI zishobora gutsinda gukeka mu buryo butunguranye mu bihe bimwe na bimwe. Urugero, inyigo yo mu 2024 yakoresheje umuyoboro w'imitsi ya LSTM kugira ngo ihanure uko ibiciro by'imigabane bizagenda ku isoko ry'imigabane rya Vietnam kandi yatangaje ko hari ukuri kwinshi mu guteganya - hafi 93% ku makuru y'ibizamini ( Gukoresha algorithme zo kwiga imashini kugira ngo ihanure uko ibiciro by'imigabane bizagenda ku isoko ry'imigabane - Urugero rwa Vietnam | Itumanaho ry'Ubumuntu n'Imibereho Myiza y'Abaturage ). Ibi bigaragaza ko muri iryo soko (ubukungu burimo iterambere), moderi yashoboye gufata imiterere ihamye, wenda bitewe nuko isoko ryari rifite ubushobozi buke cyangwa imiterere ikomeye ya tekiniki LSTM yize. Ubundi bushakashatsi bwo mu 2024 bwafashe intera yagutse: abashakashatsi bagerageje guhanura inyungu z'igihe gito ku migabane yose ya S&P 500 (isoko rikora neza cyane) bakoresheje moderi za ML. Babishyize mu cyiciro cy'ikibazo cyo gushyira mu byiciro - bahanura niba imigabane izarusha igipimo ku kigero cya 2% mu minsi 10 iri imbere - bakoresheje algorithme nka Random Forests, SVM, na LSTM. Ibisubizo: moderi ya LSTM yarushije izindi moderi za ML ndetse n'uburyo bwo gusesengura ibintu mu buryo butunguranye , hamwe n'ibisubizo bifite agaciro gahagije mu mibare bigaragaza ko atari amahirwe gusa ( Guhanura inyungu zijyanye n'imigabane ya S&P 500 hakoreshejwe imashini yo kwiga | Udushya mu by'Imari | Inyandiko yuzuye ). Abanditsi ndetse banzuye ko muri ubu buryo bwihariye, amahirwe y'uko igitekerezo cyo gusesengura ibintu mu buryo butunguranye cyari "kito cyane," bigaragaza ko moderi zabo za ML zabonye ibimenyetso nyabyo by'ubuhanuzi. Izi ngero zigaragaza ko ubuhanga bwo gukora ibintu mu buryo bw'ikoranabuhanga (AI) bushobora kumenya imiterere itanga amahirwe (nubwo yaba ari nto) mu guhanura izamuka ry'imigabane, cyane cyane iyo igeragejwe ku makuru manini.

• Ingero Zigaragara mu Mikoreshereze mu Nganda: ubushakashatsi bw’amasomo, hari raporo z’ibigo by’imari n’ibigo by’imari bikoresha neza ubuhanga mu by’ubuhanga mu by’ubucuruzi. Ibigo bimwe na bimwe by’ubucuruzi bikoresha ubuhanga mu by’ubuhanga ... Ni ngombwa kumenya ko amasosiyete asanzwe acunga amakuru arambuye ku ngamba za AI zatsinze nk'umutungo bwite mu by'ubwenge, bityo ibimenyetso mu ruhando rwa rubanda bisa nkaho bitinda cyangwa bikaba inkuru ndende.

• Ingero z’Imikorere Idahwitse n’Inanirwa: Kuri buri nkuru y’intsinzi, hari inkuru z’ubwitonzi. Ubushakashatsi bwinshi bwagaragaje ko bufite ukuri kwinshi ku isoko rimwe cyangwa igihe runaka ntibwashoboye gutangaza. Igerageza rikomeye ryagerageje kwigana inyigo yatsinze yo guhanura isoko ry’imigabane mu Buhinde (yari ifite ukuri kwinshi ikoresheje ML ku bipimo bya tekiniki) ku migabane yo muri Amerika. Gusubiramo nta mbaraga zikomeye byabonye zo guhanura - mu by’ukuri, ingamba zidafite ishingiro zo guhora uhanura ko imigabane izazamuka umunsi ukurikiyeho zarushije uburyo bugoye bwa ML mu kuri. Abanditsi banzuye ko ibyavuye mu bushakashatsi bwabo "bishyigikira inyigisho y’inzira itunguranye" , bivuze ko ihindagurika ry’imigabane mu by’ukuri ryari ritari ryitezwe kandi ko imiterere ya ML ntacyo yafashije. Ibi bigaragaza ko ibisubizo bishobora gutandukana cyane bitewe n’isoko n’igihe. Mu buryo nk’ubwo, amarushanwa menshi ya Kaggle n’amarushanwa y’ubushakashatsi ku ngano byagaragaje ko nubwo imiterere ishobora guhuza amakuru yashize neza, imikorere yayo mu bucuruzi bw’imbonankubone akenshi isubira inyuma ikagera ku kuri kwa 50% (ku bijyanye no guhanura icyerekezo) iyo ihuye n’imimerere mishya. Ingero nk’ihungabana ry’amafaranga ya quant fund yo mu 2007 n’ingorane zahuye n’imari iyobowe na AI mu gihe cy’icyorezo cya 2020 bigaragaza ko imiterere ya AI ishobora gucika intege mu buryo butunguranye iyo imiterere y’isoko ihindutse. Ubwiyongere bw’abarokotse ni ikintu kigira ingaruka ku myumvire - twumva kenshi ibyagezweho na AI kurusha ibyananiranye, ariko inyuma y’aho ibintu bibera, abahanga benshi n’amafaranga barananirwa bucece kandi bagahagarara kuko ingamba zabo zihagarara gukora.

• Itandukaniro mu masoko: Ikintu gishimishije cyavuye mu bushakashatsi ni uko ubushobozi bwa AI bushobora guterwa n’igihe isoko rimaze kugera ku isoko n’ubushobozi bwaryo . Mu masoko adakora neza cyangwa arimo kuzamuka, hashobora kubaho uburyo bworoshye bwo gukoresha (kubera ko hari uburyo abahanga mu bya siyansi bagaragaza ko ari ingenzi, imbogamizi z’amafaranga, cyangwa imyitwarire mibi), bigatuma uburyo bwa AI bugera ku buziranenge bwo hejuru. Inyigo ya LSTM yo ku isoko rya Vietnam ifite ubuziranenge bwa 93% ishobora kuba urugero rw’ibi. Mu buryo bunyuranye, mu masoko akora neza cyane nka Amerika, ubwo buryo bushobora gukemurwa vuba. Ibisubizo bivanze hagati y’ikibazo cya Vietnam n’inyigo yo gukoporora ya Amerika bigaragaza iri tandukaniro. Ku isi yose, ibi bivuze ko AI ishobora gutanga umusaruro mwiza mu masoko amwe n’amwe cyangwa mu byiciro by’umutungo (urugero, bamwe bakoresheje AI mu guhanura ibiciro by’ibicuruzwa cyangwa imikorere ya cryptocurrency kandi ikagira ingaruka zitandukanye). Uko igihe kigenda gihita, uko amasoko yose agenda agana ku bushobozi bworoshye bwo guteganya ibintu, amahirwe yo gutsinda mu buryo bworoshye aragabanuka.

• Ubunyangamugayo ugereranije n'inyungu: Ni ngombwa kandi gutandukanya ukuri kw'ibyavuzwe n'inyungu z'ishoramari . Icyitegererezo gishobora kuba gusa, tuvuge, ukuri kwa 60% mu guhanura izamuka cyangwa kugabanuka ry'imigabane buri munsi - bitagaragara ko biri hejuru cyane - ariko niba ibyo byavuzwe bikoreshejwe mu ngamba z'ubucuruzi bw'ubwenge, bishobora kunguka cyane. Ku rundi ruhande, icyitegererezo gishobora kugira ukuri kwa 90% ariko niba inshuro 10% ari bibi bihuye n'izamuka rikomeye ry'isoko (bityo bikaba ari igihombo kinini), gishobora kuba ntacyo kimaze. Ibikorwa byinshi byo guhanura imigabane bya AI byibanda ku kuri kw'icyerekezo cyangwa kugabanya amakosa, ariko abashoramari bita ku nyungu zihinduka. Bityo, isuzuma rikunze kuba ririmo ibipimo nka Sharpe ratio, drawdowns, na quality of performance, atari gusa igipimo cy'ingaruka mbi. Amwe mu ma model ya AI yashyizwe muri sisitemu z'ubucuruzi za algorithmic zicunga imyanya n'ingaruka mu buryo bwikora - imikorere yazo nyayo ipimwa mu nyungu z'ubucuruzi bwa Live aho kuba imibare y'ubuhanuzi bwite. Kugeza ubu, "umucuruzi w’ikoranabuhanga rya AI" wigenga kandi utanga amafaranga uko umwaka utashye ni inkuru mpimbano kurusha ukuri, ariko ikoreshwa rito (nk'uburyo bwa AI buhanura ihindagurika abacuruzi bashobora gukoresha mu guhitamo ibiciro, n'ibindi) babonye umwanya mu bikoresho by'imari.

Muri rusange, ibimenyetso bigaragaza ko ubuhanga mu by’ubukorano (AI) bushobora guhanura imiterere y’isoko runaka mu buryo buboneye kuruta uko byagenda ku bw’amahirwe , kandi mu kubikora bishobora gutanga inyungu mu bucuruzi. Ariko, iyo ntego akenshi iba nto kandi isaba ishyirwa mu bikorwa rihambaye kugira ngo ifungurwe. Iyo umuntu abajije ati, ese ubuhanga mu by’ubukorano (AI) bushobora guhanura isoko ry’imigabane?, igisubizo cy’ukuri gishingiye ku bimenyetso bigezweho ni iki: ubuhanga mu by’ubukorano (AI) bushobora guhanura ibintu bigize isoko ry’imigabane mu bihe runaka, ariko ntibushobora kubikora buri gihe ku migabane yose igihe cyose . Intsinzi ikunze kuba igice kandi ishingiye ku miterere.

Umwanzuro: Ibyitezwe bifatika kuri AI mu iteganyagihe ry'isoko ry'imigabane

Nta gushidikanya ko ubuhanga bwo gukora ibishushanyo mbonera (AI) n'uburyo bwo kwiga imashini byabaye ibikoresho bikomeye mu by'imari. Bakora neza mu gutunganya amakuru menshi, kuvumbura isano ryihishe, ndetse no guhindura ingamba mu buryo bwihuse. Mu gushaka kumenya isoko ry'imigabane, ubuhanga bwo gukora ibishushanyo mbonera (AI) bwatanze zifatika ariko nke . Abashoramari n'ibigo bashobora kwitega ko ubuhanga bwo gukora ibishushanyo mbonera (AI) bufasha mu gufata ibyemezo - urugero, mu gutanga ibimenyetso by'ubuhanuzi, kunoza ububiko bw'imigabane, cyangwa gucunga ibyago - ariko ntibikore nk'umupira w'ikirahure wizeza inyungu.

Icyo AI
Ishobora Gukora: AI ishobora kunoza inzira yo gusesengura ishoramari. Ishobora gusesengura amakuru y’isoko imyaka myinshi, amakuru, na raporo z’imari mu masegonda make, ikabona imiterere cyangwa ibintu bidasanzwe umuntu ashobora kwirengagiza ( Gukoresha Imashini Kwiga mu Guhanura Isoko ry’Imigabane... | FMP ). Ishobora guhuza amagana y’ibintu bitandukanye (tekiniki, ibanze, amarangamutima, nibindi) mu iteganyagihe rihuriweho. Mu bucuruzi bw’igihe gito, algorithme za AI zishobora guhanura neza kurusha uko byagenwe ko imigabane imwe izarusha indi, cyangwa ko isoko rigiye guhura n’ihindagurika ry’ihindagurika. Izi mpande z’izamuka ry’ibiciro, iyo zikoreshejwe neza, zishobora guhindura inyungu nyazo mu by’imari. AI ishobora kandi gufasha mu gucunga ibyago - kumenya imburi kare z’igabanuka ry’ibiciro cyangwa kumenyesha abashoramari icyizere cy’iteganyagihe. Urundi ruhare rufatika rwa AI ni mu kwihutisha ingamba : algorithme zishobora gukora ubucuruzi ku muvuduko mwinshi n’inshuro nyinshi, zigakora ku bintu 24/7, kandi zigashyira mu bikorwa disipuline (nta bucuruzi bw’amarangamutima), bishobora kugira akamaro mu masoko ahindagurika.

Icyo AI
Idashobora Gukora (Kugeza ubu): Nubwo hari abantu benshi bavuga ko hari byinshi bitangaje mu bitangazamakuru, AI ntishobora guhanura isoko ry’imigabane mu buryo buhamye kandi bwizewe, mu buryo buhamye bwo guhora itsinze isoko cyangwa iteganya impinduka zikomeye. Amasoko agirwaho ingaruka n’imyitwarire y’abantu, ibintu bitunguranye, n’ibiganiro bigoye bivuguruza uburyo ubwo aribwo bwose buhamye. AI ntikuraho ibintu bidasobanutse; ikora gusa mu buryo bushoboka. AI ishobora kwerekana amahirwe 70% y’uko imigabane izazamuka ejo - bivuze kandi amahirwe 30% ko itazamuka. Gutakaza ubucuruzi n’ibiciro bibi ntibishoboka. AI ntishobora guteganya ibintu bishya by’ukuri (bikunze kwitwa "injangwe z’umukara") bitari mu rwego rw’amakuru y’amahugurwa yayo. Byongeye kandi, uburyo ubwo aribwo bwose bwo guhanura bwatsinze butuma habaho ipiganwa rishobora kwangiza inyungu zaryo. Muri make, nta AI ihwanye n’umupira wa kristalo yemeza kureba imbere y’isoko. Abashoramari bagomba kwitondera umuntu wese uvuga ibinyuranye n’ibyo.

Imitekerereze idafite aho ibogamiye kandi ifatika:
Mu buryo budafite aho bubogamiye, ubuhanga bwo gukora imibonano mpuzabitsina (AI) bufatwa neza nk'inyongera ku isesengura gakondo n'ubushishozi bw'abantu, aho gusimbura isesengura gakondo n'ubushishozi bw'abantu. Mu by'ukuri, abashoramari benshi mu bigo bakoresha uburyo bwo gukora imibonano mpuzabitsina hamwe n'ibitekerezo by'abantu basesenguzi n'abayobozi b'imigabane. Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora kugabanya imibare n'ibyahanuwe, ariko abantu bashyiraho intego, bagasobanura ibyavuye mu bushakashatsi, kandi bagahindura ingamba hakurikijwe imiterere y'aho ibintu biherereye (urugero, kurenga urugero mu gihe cy'ibibazo bitunguranye). Abashoramari bakoresha ibikoresho bishingiye ku buhanga bwo gukora imibonano mpuzabitsina (AI) cyangwa roboti z'ubucuruzi bagomba gukomeza kuba maso no gusobanukirwa ishingiro ry'igikoresho n'aho kigarukira. Gukurikiza inama ya AI mu buryo buhumyi ni akaga - umuntu agomba kuyikoresha nk'inyongera imwe muri nyinshi.

Mu gushyiraho ibyo umuntu yiteze bifatika, umuntu ashobora gufata umwanzuro ugira uti: Ubuhanga bwo gutekereza ku ikoranabuhanga (AI) bushobora guhanura isoko ry’imigabane ku rugero runaka, ariko atari mu buryo buhamye kandi butari mu makosa . Bushobora kongera amahirwe yo guhamagara neza cyangwa kunoza imikorere mu gusesengura amakuru, ibyo bikaba mu masoko ahanganye bishobora kuba itandukaniro hagati y’inyungu n’igihombo. Ariko, ntibishobora kwemeza intsinzi cyangwa gukuraho ihindagurika ry’imiterere n’ibyago by’amasoko y’imigabane. Nk’uko igitabo kimwe cyabigaragaje, nubwo haba hari uburyo bwiza bwo gukoresha algorithms, umusaruro ku isoko ry’imigabane ushobora kuba “utaramenyekana” bitewe n’ibintu birenze amakuru yagenwe ( Guhanura Isoko ry’Imigabane hakoreshejwe Kwiga Gushimangira Ingufu ).

Inzira Iza:
Dutegereje imbere, uruhare rwa AI mu iteganyagihe ry’isoko ry’imigabane rushobora kwiyongera. Ubushakashatsi burimo gukemura zimwe mu mbogamizi (urugero, guteza imbere moderi zisobanura impinduka mu mikorere, cyangwa sisitemu zivanze zirimo isesengura rishingiye ku makuru n’ibikorwa). Hari kandi n’abashaka kongera ubumenyi bahuza amakuru mashya ku isoko mu gihe nyacyo, bashobora guhangana n’imihindagurikire y’ibidukikije kurusha moderi zatojwe. Byongeye kandi, guhuza AI n’ubuhanga buva mu micungire y’imyitwarire cyangwa isesengura ry’imiyoboro bishobora gutanga moderi nziza z’imiterere y’isoko. Nyamara, ndetse na AI igezweho cyane mu gihe kizaza izakorera mu mbibi z’ibishoboka n’ibidasobanutse.

Muri make, ikibazo "Ese AI ishobora guhanura isoko ry'imigabane?" ntabwo gifite igisubizo cyoroshye cya yego cyangwa oya. Igisubizo nyacyo ni iki: AI ishobora gufasha guhanura isoko ry'imigabane, ariko ntabwo ari ikintu kidahinduka. Itanga ibikoresho bikomeye, iyo bikoreshejwe neza, bishobora kunoza ingamba zo guhanura no gucuruza, ariko ntibikuraho kudateganya kw'ibanze kw'amasoko. Abashoramari bagomba kwemera AI kubera imbaraga zayo - gutunganya amakuru no kumenya imiterere - mu gihe bakomeza kumenya intege nke zayo. Mu kubikora, umuntu ashobora gukoresha ibyiza byombi: ubwenge bw'abantu n'ubwenge bw'imashini bikorana. Isoko ry'imigabane rishobora kutazigera rishobora gusobanurwa 100%, ariko hamwe n'ibyo umuntu yiteze bifatika no gukoresha AI mu buryo bwitondewe, abitabiriye isoko bashobora guharanira gufata ibyemezo by'ishoramari bifite ubumenyi kandi bifite gahunda mu rwego rw'imari ruhora ruhinduka.

Inyandiko z'umweru ushobora gusoma nyuma y'iyi:

🔗 Akazi Adashobora Gusimbuza Ubuhanga mu by'ubwenge – Kandi Ni iyihe mirimo AI izasimbuza?
Menya imirimo ishobora kuzahura n'ejo hazaza n'iyifite ibyago byinshi mu gihe AI ​​izahindura imiterere y'akazi ku isi.

🔗 Ni iki umuntu ashobora kwishingikirizaho mu gukora adafashijwe n'abantu?
Sobanukirwa imbibi ziriho ubu n'ubushobozi bwo kwigenga bwa AI mu buryo bufatika.

🔗 Ni gute ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gukoreshwa mu mutekano w'ikoranabuhanga?
Menya uburyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) burinda ibitero no kongera ubushobozi bwo guhangana n'ibibazo hakoreshejwe ibikoresho byo guhanura no kwigenga.