AlphaGo na AlphaZero
AlphaGo yari gahunda ya DeepMind yatsinze abakinnyi beza ba Go ku isi, intambwe ndende yatekerejweho mumyaka mirongo.
Incamake
AlphaZero then mastered Go, chess, and shogi entirely through self-play, learning superhuman skill from scratch.
Kwibira cyane
Genda ifite imyanya ishoboka yubuyobozi kuruta atome mubisanzure bigaragara, bigatuma gushakisha imbaraga zidafite ibyiringiro nubushishozi nibyingenzi. Mu mwaka wa 2016, AlphaGo yatsinze nyampinga w'icyamamare Lee Sedol ibitego 4-1, hamwe n'inzobere zizwi cyane 'Himura 37' nk'impuguke zitangaje nk'ubuhanga butari abantu. AlphaGo yigiye kumikino yabahanga yabantu wongeyeho kwikinisha. Muri 2017, AlphaZero yagiye kure: itangirira kumategeko gusa kandi nta makuru yumuntu, yarigishije kwikinisha imikino miriyoni ubwayo, irenga gahunda nziza Go, chess, na shogi mugihe cyamasaha niminsi. Sisitemu nyuma, MuZero, ndetse yize amategeko yimikino wenyine. Izi ntambwe zagaragaje uburyo kwiga gushimangira wongeyeho gushakisha bishobora kuvumbura ingamba zirenze ubumenyi bwabantu.
Ubushishozi
AlphaZero ikomatanya umuyoboro wimbitse hamwe na Monte Carlo Gushakisha Igiti (MCTS). Umuyoboro usohora politiki (igenda isa nicyizere) nagaciro (ushobora kuba yatsinze), ikayobora gushakisha gushakisha imirongo yingenzi gusa aho kuba buri shami. Binyuze mu kwikinisha-gushimangira kwigira, guhanura k'urusobe n'ibisubizo by'ishakisha bishimangira, bigenda bitera imbere. Nta mikino yumuntu cyangwa ibikorwa byakozwe nintoki byakozwe bikenewe, gusa amategeko nigihembo cyo gutsinda.
Ingaruka z'Ingamba
Vendor strategy
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Igiciro na bije
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Risk and safety
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Kazoza ka AlphaGo na AlphaZero
AlphaZero resept, yiga mukwikinisha wenyine iyobowe nubushakashatsi, ubu bigira ingaruka kuri robo, kuvumbura siyanse, hamwe no gutekereza-imvugo nini-yerekana ibitekerezo, aho icyitegererezo 'gushakisha' hejuru yintambwe zo gukemura. Abakomokaho nka MuZero na AlphaProof bakoresha ibi bitekerezo mugutegura nta mategeko azwi no mubiharuro. Tegereza kwikinisha no gushakisha ibiti kugirango ukomeze sisitemu yingufu zigomba gutegura, gufata ingamba, no kuvumbura ibisubizo bishya, bigenda bihuzwa nubuhanga bwo gutekereza ubu bugaragara muburyo bwa AI bwimbibi.
Gushyira mu bikorwa Isi
Gutsindira isi Go nyampinga Lee Sedol (2016) na Ke Jie (2017) mumikino idasanzwe
AlphaZero yigisha chess ndengakamere mumasaha, igaragaza gufungura no kwigomwa ibitekerezo byizwe na ba nyirakuru
MuZero gutoza Genda, chess, shogi, na Atari imikino utabwiwe amategeko
Gutera inkunga yo kwikinisha no gushakisha uburyo bukoreshwa ubu muri robo, imibare (AlphaProof), hamwe na LLM gutekereza.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Zhipu GLM Models
Ibibazo bikunze kubazwa
What is AlphaGo and AlphaZero?
AlphaGo yari gahunda ya DeepMind yatsinze abakinnyi beza ba Go ku isi, ikintu cyibanze kuva kera. AlphaZero yahise amenya Go, chess, na shogi rwose binyuze mukwikinisha, yiga ubuhanga bwikirenga kuva kera.
Kuki umukino wa Go wabonwaga cyane cyane kuri mudasobwa?
Genda ibintu byinshi byamashami bituma brute-imbaraga ishakisha bidashoboka, bityo gutsinda bisaba ubushishozi bwize.
Ninde AlphaGo uzwi cyane gutsinda 4-1 muri 2016?
AlphaGo yatsinze Go Go nyampinga wa mbere Lee Sedol ibitego 4-1 mumikino yakunzwe cyane 2016.
Nigute AlphaZero yize gukina, bitandukanye na AlphaGo?
AlphaZero yatangiriye kumategeko gusa kandi yize gusa ikinisha ubwayo, idafite amakuru yimikino yabantu.
Nubuhe buryo bwo gushakisha AlphaZero ihuza numuyoboro wacyo?
AlphaZero ikoresha igiti cya Monte Carlo Igiti kiyobowe na politiki y'urusobe rw'imitsi no guhanura agaciro.
Nibihe bintu bibiri umuyoboro wa AlphaZero uteganya kuyobora gushakisha?
Umuyoboro usohoka ugenda usa nuwizeye (politiki) hamwe no kugereranya uzatsinda (agaciro), yibanda kubushakashatsi.