Mubihe aho ibintu hafi ya byose bishobora gusangirwa no kujya ahagaragara, ntamushinga wifuza kwishora mubintu byumukiriya wacitse intege, cyane cyane bikurura urunana rwibibazo bisa. Kumenyekanisha nabi biracyamenyekana, yego, ariko mubyukuri ntabwo aribyo wifuza kubucuruzi bwawe.
Niyo mpamvu isubiramo rihoraho ryawe
Mububiko bwumubiri, biroroshye kubona umujinya wumukiriya - urashobora kubibona mumaso yabo cyangwa ukabyumva mumajwi yabo. Ariko iyo bigeze kubisubiramo byanditse, ibisubizo byubushakashatsi, cyangwa imbuga nkoranyambaga, ibintu bigenda bigorana, cyane cyane niba ushaka kurenga kubyita gusa ko ari byiza, bibi, cyangwa bitabogamye .
Amarangamutima yumuntu agaragazwa nururimi ararenze kure ibyo byiciro bigari. Mubucuruzi, gusesengura amagana cyangwa ibihumbi nibitekerezo byabakiriya byanditse kubicuruzwa byawe na serivisi birashobora kuba byinshi cyane.
Aho niho isesengura ryimyumvire ishingiye kuri AI iba ingirakamaro rwose. Ntabwo itondekanya ibitekerezo gusa; iragaragaza amarangamutima asobanutse nkumujinya, gusebanya, kwizerana, cyangwa gucika intege. Ubu bushishozi bwimbitse buraguha kumva neza ibitekerezo byabakiriya bawe, bigufasha kunoza ibyo utanga hamwe nuburambe bwabakiriya muburyo bufite akamaro.
Muri iki kiganiro, tuzareba ibintu byose ukeneye kumenya kubijyanye no gusesengura amarangamutima - uko ikora, uko ubucuruzi bukoresha, kugereranya uburyo buzwi bwo kumenya amarangamutima, nibindi byinshi.
Niba ushaka kumvikanisha ibirundo byibitekerezo byabakiriya ubucuruzi bwawe bwagiye bubona cyangwa ushaka kumva neza isoko ryawe, komeza usome kugirango wige byinshi!
Isesengura ry'imyumvire, rizwi kandi nko gucukura ibitekerezo, ni inzira yo kumenya amarangamutima, ibitekerezo, n'imyumvire ifatika mu makuru yifashishijwe imashini yiga imashini, ubwenge bw’ubukorikori (AI), no gutunganya ururimi karemano (NLP).
Isesengura ry'amarangamutima rifite uburyo bwinshi bwo gusaba bushobora kugirira akamaro ubucuruzi bwawe muburyo bwinshi, nka:
Gukoresha isesengura ryamarangamutima mugukurikirana imbuga nkoranyambaga - cyangwa
Urashobora kandi kuyikoresha kugirango wumve uko abantu bumva kubintu bigenda, ibicuruzwa bizwi, cyangwa serivisi zikora inganda. Ndetse nibyiza, urashobora kubona neza uko abakiriya bumva abanywanyi bawe. Aho biguye, urashobora kwinjiramo. Tanga amahirwe ashoboka, kandi uhe abakwumva neza icyo bashaka.
Impanuro: Menya neza ko witeguye gukora ku mbuga nkoranyambaga ufite uburyo bwo gucunga neza ubwenge. BoxHero igufasha guhuza ibyo abakwumva bavuga kumurongo hamwe nibyo ubitse mububiko bwawe.
Kurikirana ibarura mugihe nyacyo: Niba ibicuruzwa bigenda cyangwa bigenda bikurura kumurongo, menya neza ko ububiko bwawe bwihuse kugirango uhuze ibyifuzo kandi wirinde kubura ibicuruzwa.
Ikibanza cyerekana hamwe na Tagi: Koresha BoxHero gakondo
Gisesengura no Kugarura: Imbuga nkoranyambaga zirashobora kuganisha ku bitunguranye bitunguranye. Hamwe na BoxHero, kubona
Gahunda yo Kwamamaza cyangwa Gutangiza Ibicuruzwa: Gutegura ubukangurambaga cyangwa gutangiza ibicuruzwa bishya bishingiye kumitekerereze mbonezamubano? Guma kuri gahunda kandi witeguye hamwe na BoxHero
Reka imbuga nkoranyambaga ziyobora ingamba zo kubara no gukomeza abakiriya bawe hamwe na BoxHero!
Isesengura ryimyumvire ryoroha kumenya ingingo zibabaza mubikorwa byabakiriya bawe. Mugusikana ibiganiro byunganira ibiganiro n'ibiganiro, urashobora kubona aho abakiriya batengushye kandi ugakoresha ibyo bitekerezo kugirango ukemure ibibazo kandi ubashireho uburambe bwiza muri rusange.
Urashobora gusuzuma isuzuma ryabakiriya, ubushakashatsi, hamwe nimbuga nkoranyambaga kugirango umenye ibicuruzwa byawe, itangwa ryabanywanyi, nibiranga, cyangwa uko abantu bumva biyamamaza vuba aha. Sangira ubu bushishozi nibicuruzwa byawe hamwe nitsinda ryamamaza kugirango bigufashe gutunganya amaturo yawe.
Muri make, isesengura ryamarangamutima rifasha ubucuruzi gufata ubwenge, ibyemezo biterwa nabantu mukumva icyo abakiriya babo batekereza mubyukuri.
Nk
Ati: “Ibigo byibanda gusa kumurongo wanyuma - ntabwo aribyo abantu bumva cyangwa bavuga - birashoboka ko bizagira ikibazo cyo gukora ikirango kimaze igihe kirekire abakiriya n'abakozi bakunda. Isesengura ry'imyumvire rishobora gufasha ibigo byinshi kugira uruhare rugaragara mu bikorwa byo kwamamaza, gufasha abakiriya, kugumana abakozi, guteza imbere ibicuruzwa n'ibindi. ”
Iyo usesenguye inyandiko, NLP ikoresha
Isesengura ry'imyumvire ryatangiranye na sisitemu yoroshye, ishingiye ku mategeko aho buri jambo ryashyizwe mu byiciro nk'ibyiza, bibi, cyangwa bitabogamye. Uyu munsi, ryahindutse mu gukoresha imiterere yindimi zateye imbere zishobora gusobanukirwa ningorabahizi nindimi zururimi rwabantu. Reka tubice.
Uburyo Bikora:
Buri jambo ryahawe amanota meza cyangwa mabi .
Niba amagambo meza aruta ayandi mabi mubitekerezo, amarangamutima yanditseho ko ari meza, naho ubundi.
Niba amanota angana, amarangamutima agaragara nkaho atabogamye .
Ingero:
Imyumvire myiza: "Serivisi yarihuse, kandi ibiryo byari biryoshye!"
Imyumvire mibi: "Abakozi ntibagize ikinyabupfura; narumiwe cyane."
Imyumvire idafite aho ibogamiye: "Ububiko bwari bwiza, nta kintu kidasanzwe."
Mugihe ubu buryo bworoshye gushiraho no kubyumva, burwana nibisobanuro hamwe nibisobanuro. Urugero:
“Sinshobora kwizera ukuntu gutegereza byari bitangaje - byatwaye amasaha abiri!” Birashobora kwandikwa nabi nkibyiza kubera amagambo nkibitangaje , nubwo imyumvire rusange isebanya kandi mbi.
"Ntabwo ari bibi, ariko byashoboraga kuba byiza" bishobora kwitiranya sisitemu kubera ibimenyetso bivanze, kuko byerekana kunyurwa no gutenguha.
Imipaka ya sisitemu ishingiye ku mategeko:
Ntabwo izi gusebanya, imvugo, cyangwa imvugo.
Amagambo asuzumwa kugiti cye atumva uburyo akoreshwa mu nteruro.
Nubwo ifite aho igarukira, isesengura rishingiye ku marangamutima ryashizeho urufatiro rwuburyo bunoze, tuzabisuzuma ubutaha.
Kwiga imashini byateje imbere cyane uburyo bwo gusesengura amarangamutima wigisha mudasobwa kumva amajwi cyangwa ibyiyumvo biri inyuma yinyandiko - yaba nziza, mbi, cyangwa itabogamye. Bitandukanye na sisitemu ishingiye ku mategeko, ishingiye ku mategeko ahamye (nko gutekereza ko ijambo ryatengushye rihora ari ribi), kwiga imashini bikoresha imenyekanisha ryerekana imiterere rusange ishingiye ku miterere. Ibi birasobanutse neza.
Uburyo ikora:
Imashini yiga imashini yatojwe kuri datasets nini zuzuyemo ingero zinyandiko zimaze gushyirwaho amarangamutima. Izi ngero zerekana imiterere, imiterere, ndetse nuburyo ibisobanuro byijambo bihinduka bitewe nuburyo bikoreshwa.
Ingero:
“Yoo, bikomeye, ubundi gutinda. Iki ni cyo nari nkeneye uyu munsi! ”
Sisitemu ishingiye ku mategeko ishobora kwerekana ko ari nziza kubera ijambo rikomeye .
Sisitemu yo kwiga imashini yumva gusebanya no kuyishyira mubikorwa bibi .
Ati: "Ibicuruzwa ni byiza, ariko nari niteze byinshi ku giciro."
Byongeye kandi, ibikoresho nka ChatGPT-4 na Claude birakomeye kuko byabanje gutozwa kumyandiko myinshi kandi birashobora guhuzwa neza kubikorwa byihariye, nko gusesengura amarangamutima.
Uburyo ikora:
Hamwe nuburyo bwo kwiyitaho, LLMs irashobora gusobanukirwa isano iri hagati yamagambo mu nteruro. Barashobora:
Urugero:
Ati: "Sinigeze nanga ibicuruzwa bishya, ariko nanone ntibyari byiza."
Ikirushijeho kuba cyiza nuko ushobora guhitamo izo moderi muri
Uburyo bwo Gusesengura Imyumvire | Sisitemu ishingiye ku mategeko | Uburyo bwo Kwiga Imashini | Ururimi runini (LLMs) |
---|---|---|---|
Ibisobanuro | Koresha amategeko yateganijwe mbere cyangwa ijambo ryibanze kugirango ushyire inyandiko muburyo bwiza, bubi, cyangwa kutabogama. | Koresha algorithms yatojwe kuri datasets yanditseho kugirango ugaragaze imyumvire yinyandiko. | Moderi ya AI yatojwe kuri datasets nini kugirango yumve (kandi atange) imyumvire neza. |
Uburyo Bikora | Shyira amanota kumagambo (meza, mabi, atabogamye) hanyuma uyongereho kugirango uhitemo imyumvire rusange yinyandiko. | Wige imiterere kuva mumibare kugirango ushishoze amarangamutima; gusesengura birenze amategeko ahamye | Koresha AI igezweho kugirango usesengure imiterere yuzuye yinteruro, gusobanukirwa nu isano nubusabane hagati yamagambo. |
Ukuri | Hasi Kuri Moderate: Kora neza kubwinyandiko yoroshye ariko urwana nururimi rugoye. | Guciriritse kugeza Hejuru: Byukuri kuruta amategeko, ariko biterwa nubwiza bwamahugurwa. | Cyane Cyane: Excel mugukoresha imvugo igoye, nyayo-yisi, harimo gusebanya n'amarangamutima yoroheje. |
Gukemura Ibikubiyemo | Abakene: Ntushobora kumva gusebanya, gusebanya, cyangwa imiterere | Moderate: Irashobora gukemura imiterere imwe ariko irashobora kubura imanza zoroshye nka gusebanya. | Byiza: Sobanukirwa no gusebanya, imvugo, n'amarangamutima. |
Ingero zuburyo bwo gutahura | VADER (Valence Aware Inkoranyamagambo na sEntiment Impamvu); TextBlob | SVM (Imashini ya Vector Imashini); Bayive Bayes | ChatGPT-4; Google PaLM; __ Guhobera Guhindura Isura ; __ BERT (Guhagararira Encoder Guhagararira Abahinduzi) RoBERTa (Uburyo bwiza bwo Kuringaniza BERT) |
Kumva wazimiye muri jargon? Ntugire ubwoba! Dore an
Mugihe ibice twavuze byashyizwe hamwe nubwoko bwisesengura bakoresha, ni ngombwa kumva uburyo imiterere yabyo igereranya. Ibi bizagufasha guhitamo kimwe gihuye nubucuruzi bwawe neza. Kugereranya byihuse kandi byoroshye, reba iyi ngingo .
Reka tuvuge ko ufite amakuru menshi yo gutunganya hamwe nigikoresho gikomeye gishobora gukora ninyandiko igoye cyane. Kubwamahirwe, ntabwo bizafasha cyane niba udashobora gusobanura byoroshye ubushishozi ukusanya. Kugirango wumve ibisubizo byawe byo gusesengura amarangamutima, reba bimwe byoroshye kandi byiza
Ibicu byijambo byoroshe kubona amagambo akoreshwa cyane muri dataset yawe. Ijambo rinini, niko rigaragara cyane . Ibi nibyiza kumenya byihuse insanganyamatsiko ziganje mubitekerezo byabakiriya. Kurugero, niba "gutanga" na "gahoro" bigaragara hamwe, ufite ahantu hagaragara kugirango utezimbere.
Gushushanya amakarita akoresha ibara ryerekana amabara kugirango yerekane ubukana bwamarangamutima mubyiciro cyangwa mugihe. Nibintu byiza cyane mugushakisha inzira cyangwa kugereranya demografiya. Kurugero, ikarita yubushyuhe irashobora kwerekana ko abakiriya mumujyi umwe bafite uburambe buhoraho, mugihe undi mujyi werekana imyumvire itabogamye cyangwa mibi. Ibi birashobora kugufasha kwerekeza imbaraga zawe aho zikenewe cyane.
Urashobora gukoresha imbonerahamwe yo kugereranya amarangamutima mubyiciro bitandukanye, nkibicuruzwa cyangwa serivisi. Kurugero, imbonerahamwe yumurongo irashobora kwerekana ibicuruzwa byakiriye ibitekerezo byiza kandi ninde ukeneye kurushaho kunozwa. Kurundi ruhande, imbonerahamwe ya pie irahagije kugirango yerekane igipimo rusange cyimyumvire (nkijanisha ryibitekerezo byawe ari byiza, bibi, cyangwa bitabogamye).
Igishushanyo cyumurongo ninzira nziza yo kwiyumvisha imigendekere yimyumvire mugihe. Ushaka kureba uko ubukangurambaga bwawe buheruka gukora? Igishushanyo cyumurongo kirashobora kwerekana niba imyumvire yabakiriya yarahindutse cyangwa yagabanutse kuva ubukangurambaga bwatangira. Ibi biragufasha kumenya byihuse gukora nibitagenda.
Tangira nimpamvu isobanutse yo gukoresha isesengura ryamarangamutima. Nugukurikirana ikirango cyawe kurubuga rusange? Gusesengura ibitekerezo kubyamamaza byawe biheruka? Iyo uzi icyo ushaka gupima, uzamenya neza aho wakusanya amakuru yawe, niyo ntambwe ikurikira.
Kusanya amakuru ukeneye. Reka tuvuge ko utangiza ibicuruzwa bishya. Intego yawe nugukurikirana isuzuma ryabakiriya kurubuga nka Amazon cyangwa urubuga rwa e-ubucuruzi kugirango wumve niba abakiriya bawe babikunda cyangwa igikwiye guhinduka cyangwa kunozwa.
Hamwe nibikoresho byinshi byo gusesengura amarangamutima arahari, guhitamo igikwiye biterwa nibyo ukeneye na bije yawe.
Koresha dataset yawe ukoresheje igikoresho cyo gusesengura amarangamutima ukunda hanyuma ushakishe imiterere mubisubizo. Ni ubuhe buryo rusange muri rusange - bwiza, bubi, cyangwa kutabogama? Hariho insanganyamatsiko zisubirwamo mubitekerezo bibi (urugero, ibirego bijyanye nigihe cyo gutanga)? Ni iki abakiriya bashima cyane?
Kurugero, isesengura ryimyumvire yawe ryerekana ko 80% byabakiriya bawe basubiramo ibicuruzwa byawe biheruka ari byiza, ariko 20% bavuga gucika intege kubitangwa bitinze. Ntabwo siyanse yubumenyi: abantu bakunda ibicuruzwa byawe, ariko ugomba kwibanda mugutezimbere uburyo bwo kohereza.
Wari ubizi? Ubushishozi bwawe buhujwe neza nisesengura rirambuye. BoxHero's
Twumva ko byoroshye kuvuga kuruta gukora, ariko isesengura ryamarangamutima ntirirangirana nubushishozi wakusanyije. Umaze kumva icyo abakiriya bawe bumva, fata ingamba! Gukemura ibibazo bisanzwe nko kohereza buhoro, serivisi mbi zabakiriya, cyangwa inenge yibicuruzwa. Urashobora kandi kwifashisha ibitekerezo byiza hanyuma ukerekana ibyo abakiriya bakunda mubukangurambaga bwawe bwo kwamamaza kugirango ukurura abaguzi benshi. Byongeye, urashobora gukoresha ubushishozi kugirango uhindure ibikorwa byo kwamamaza cyangwa gutunganya ibicuruzwa byawe.
Muri iki gihe isoko ryapiganwa, gusobanukirwa imyumvire yabakiriya nurufunguzo rwo gukomeza imbere. Gukurikirana imigendekere yisoko no kumenya uko abantu bumva ibicuruzwa byawe cyangwa serivisi biguha ubushishozi ukeneye gukura no gutera imbere. Hamwe nisesengura ryamarangamutima, urashobora gutahura ubushishozi bushya ukareba uburyo ushobora kujyana ubucuruzi bwawe kurwego rukurikira.
Ariko hejuru yubushishozi, ukeneye igikoresho gikwiye cyo gucunga neza. Muguhuza ubushishozi bwabakiriya hamwe nigisubizo kigezweho cyo kubara, urashobora guteganya ibyifuzo, gukumira ibicuruzwa, no guhitamo ibicuruzwa byawe.
Hamwe na BoxHero, urashobora gukurikirana byoroshye kugurisha kurubuga rwawe, kubona imenyekanisha rito, hanyuma ukagaruka vuba. Igisubizo cyibicuruzwa byacu byuzuye byuzuyemo ibintu byuzuza neza imbaraga zawe zo gusesengura amarangamutima. Shakisha bose hamwe nikigeragezo cyiminsi 30 yubusa!
Ukeneye ubufasha gutangira? Reba ibyacu