Incamake
Uburyo bwo gutanga ibihembo (PRMs) butanga amanota buri ntambwe yibitekerezo bya AI aho kuba igisubizo cyanyuma. Ibi bifite akamaro kuko ifata logique itari yo hagati, bigatuma moderi yizewe cyane mubibare, code, hamwe nintambwe nyinshi.
Uburyo bwo guhemba Models ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Ingero nyinshi zigihembo nicyitegererezo: bareba igisubizo cyarangiye bagasuzuma niba aribyiza cyangwa bibi. Inzira yo guhemba icyitegererezo ahubwo itondekanya intambwe zose murwego rwo gutekereza, kugenera amanota meza cyangwa gukosora kuri buri murongo wigisubizo. Urugero ruzwi ni __AIU_PROTECTED_10 __ '2023' Reka dusuzume intambwe ku yindi 'akazi, aho PRM yahuguriwe kuri dataset ya PRM800K (ibirango bigera ku 800.000 byerekana urwego rwabantu ku bisubizo by'imibare) yarushije cyane kugenzura ibisubizo gusa ku gipimo cya MATH. Akarusho nuko igisubizo cyanyuma gishobora kuba cyiza kubwamahirwe mugihe ibitekerezo byacitse, cyangwa nabi nubwo intambwe-zukuri zikosorwa. Muguhemba intambwe ikwiye yo hagati, PRMs itanga ibitekerezo byinshi, ibitekerezo byinshi bigamije kunoza igenzura (gutoranya ibyiza mubisubizo byinshi byatoranijwe) hamwe namahugurwa binyuze mukwiga gushimangira.
Ubushishozi
PRM mubisanzwe ni transformateur isohora amanota ya scalar nyuma ya buri ntambwe yo gutekereza, akenshi kumurongo udasanzwe. Guhitamo igisubizo cyanyuma muminyururu myinshi yatoranijwe, ukusanya amanota yintambwe, mubisanzwe ufata intambwe ntoya ishobora kuba (urunigi rukomeye nkintambwe yaryo idakomeye) cyangwa ibicuruzwa. Gukusanya ibirango byintambwe birazimvye, kuburyo rero nka Math-Shepherd auto-label intambwe ukoresheje Monte Carlo umuzingo, ugereranije agaciro kintambwe ninshuro iganisha kubisubizo nyabyo.
Kumenya uburyo bwo guhemba icyitegererezo
Uburyo bwo gutanga ibihembo (PRMs) butanga amanota buri ntambwe yibitekerezo bya AI aho kuba igisubizo cyanyuma. Ibi bifite akamaro kuko ifata logique itari yo hagati, bigatuma moderi yizewe cyane mubibare, code, hamwe nintambwe nyinshi. Uburyo bwo guhemba Models ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Moderi Yigihembo Cyicyitegererezo nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha uburyo bwo guhemba Models igishushanyo mbonera, 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
Gutondekanya ibisubizo byinshi byicyitegererezo kubibazo bikomeye byo guhatanira MATH ukoresheje intambwe-ntambwe, hanyuma ugasubiza urunigi rwatsinze amanota menshi.
Kuyobora ibiti gushakisha muburyo bwo gutekereza, kwagura ibisubizo byigice gusa intambwe yo hagati igereranya igipimo cya PRM cyane.
Auto-label yamahugurwa yamakuru hamwe na Math-Shepherd-yuburyo bwa Monte Carlo kuzunguruka kugirango PRM ishobore gutozwa nta bisobanuro byuzuye byabantu.
Kugenzura code yerekana intambwe ku yindi, kwerekana umurongo wihariye aho logique yimikorere itandukana.
Uburyo bwo Gushyira mu bikorwa
Gutunganya Ingero Zihembo Mubikorwa
Gutondekanya ibisubizo byinshi byicyitegererezo kubibazo bikomeye byo guhatanira MATH ukoresheje intambwe-ntambwe, hanyuma ugasubiza urunigi rwatsinze amanota menshi.
Gutondekanya ibisubizo byinshi byicyitegererezo kubibazo bikomeye byo guhatanira MATH ukoresheje intambwe-ntambwe, hanyuma ugasubiza urunigi rwatsinze amanota menshi Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gutunganya Ingero Zihembo Mubikorwa
Kuyobora ibiti gushakisha muburyo bwo gutekereza, kwagura ibisubizo byigice gusa intambwe yo hagati igereranya igipimo cya PRM cyane.
Kuyobora gushakisha ibiti muburyo bwo gutekereza, kwagura ibisubizo byigice gusa intambwe ndende igereranya igipimo cya PRM cyane Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gutunganya Ingero Zihembo Mubikorwa
Auto-label yamahugurwa yamakuru hamwe na Math-Shepherd-yuburyo bwa Monte Carlo kuzunguruka kugirango PRM ishobore gutozwa nta bisobanuro byuzuye byabantu.
Auto-label yamahugurwa yamakuru hamwe na Math-Shepherd-yuburyo bwa Monte Carlo kugirango PRM ishobore gutozwa nta bisobanuro byuzuye byabantu Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gutunganya Ingero Zihembo Mubikorwa
Kugenzura code yerekana intambwe ku yindi, kwerekana umurongo wihariye aho logique yimikorere itandukana.
Kugenzura code yerekana intambwe ku yindi, kwerekana umurongo wihariye aho logique yimikorere itandukana na spike 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.