Incamake
Guhita uhuza imiterere yururimi rwakonjeshejwe mukwiga urutoki rwinshi 'rwihuta rwihuta' rwerekanwe kwinjiza, aho kwandika amagambo mukiganza. Nimwe muburyo bworoshye bwo kwerekana imiterere nini, kandi igenda iba myiza uko moderi iba nini.
Guhindura byihuse ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Kuringaniza byihuse, byatangijwe na Google abashakashatsi Lester, Al-Rfou, na Constant mu 2021, ni mubyara woroheje wo guhuza prefix. Aho gukora inyandiko yandikishijwe intoki, uhagarika moderi yose hanyuma ukiga matrike ntoya yo gushiramo ibintu - oft'soft prompts '- byateganijwe gusa kumurongo winjiza. Gradient descente ihuza iyi vectors kugirango ihuze imyitwarire iboneye kumurimo. Icyagaragaye gitangaje: nkicyitegererezo fatizo gipima ibipimo bya miliyari, guhuza byihuse bifunga icyuho hamwe no guhuza neza, amaherezo bikabihuza n'ibipimo nka SuperGLUE. Buri gikorwa gikenera gusa akantu koroheje koroheje (akenshi ibipimo ibihumbi bike), kuburyo moderi imwe yahagaritswe ishobora gukora imirimo myinshi icyarimwe. Abanditsi bakoze ibi nk '' imbaraga z 'igipimo cyo guhuza ibintu byihuse.'
Ubushishozi
Ibisobanuro byoroheje ntabwo ari amagambo nyayo-ni ibice-bireremba byubusa mu gushyiramo umwanya udakeneye guhura nikimenyetso icyo ari cyo cyose mu magambo. Bongewe gusa kumurongo winjiza (bitandukanye na prefix tuning, itera muri buri cyiciro), bigatuma guhita byoroha. Kuberako icyitegererezo cyakonjeshejwe, gradients zisubira inyuma gusa byoroshye-byihutirwa. Gutangiza, uburebure bwihuse, nubunini bwikitegererezo byose bigira ingaruka nziza kubuziranenge.
Kumenya guhita
Guhita uhuza imiterere yururimi rwakonjeshejwe mukwiga urutoki rwinshi 'rwihuta rwihuta' rwerekanwe kwinjiza, aho kwandika amagambo mukiganza. Nimwe muburyo bworoshye bwo kwerekana imiterere nini, kandi bigenda neza uko moderi iba nini. Guhindura byihuse ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo wubake byimbitse, fata Kuringaniza byihuse nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresheje igishushanyo mbonera cyihuse, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhanga icyitegererezo cya T5 cyakonjeshejwe kubikorwa byinshi bya SuperGLUE, kubika ibintu byoroshye byoroshye kuri buri gikorwa
Gukoresha bihendutse moderi imwe nini kubakiriya benshi, buriwese afite icyo yize
Kuyobora amarangamutima cyangwa imyitwarire yo gutondeka nta ntoki zikoreshwa mu buhanga
Iyimurwa ryihuse: kwitegura ikibazo kumurimo umwe wo gushyushya-gutangira kwiga kurindi
Uburyo bwo Gushyira mu bikorwa
Guhindura byihuse mu myitozo
Guhanga icyitegererezo cya T5 cyakonjeshejwe kubikorwa byinshi bya SuperGLUE, kubika ibintu byoroshye byoroshye kuri buri gikorwa.
Guhuza icyitegererezo kimwe cya T5 cyakonjeshejwe kubikorwa byinshi bya SuperGLUE, kubika ibintu byoroheje byoroshye kuri buri gikorwa Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhindura byihuse mu myitozo
Gukoresha bihendutse moderi imwe nini kubakiriya benshi, buriwese afite icyo yize.
Gukoresha bihendutse icyitegererezo kimwe kinini mubakiriya benshi, buriwese afite ibyo yize byihuse Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhindura byihuse mu myitozo
Kuyobora amarangamutima cyangwa imyitwarire yo gutondeka nta ntoki zikoreshwa mu buhanga.
Kuyobora ibyiyumvo cyangwa imyitwarire yo gutondekanya nta ntoki zikoreshwa mu buhanga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Guhindura byihuse mu myitozo
Iyimurwa ryihuse: kwitegura ikibazo kumurimo umwe wo gushyushya-gutangira kwiga kurindi.
Iyimurwa ryihuse: kwihutira gukora kumurimo umwe kugirango ususuruke-utangire kwiga kumurwi ufitanye isano Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.