Incamake
AlphaGo yari gahunda ya DeepMind yatsinze abakinnyi beza ba Go ku isi, ikintu cyibanze kuva kera. AlphaZero noneho yize Go, chess, na shogi rwose binyuze mukwikinisha, yiga ubuhanga bwikirenga kuva kera.
AlphaGo na AlphaZero byumvikana neza murwego rwingamba, kugera kubitegererezo, gufata ibyemezo, hamwe nubufatanye bwibidukikije.
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.
Kumenya AlphaGo na AlphaZero
AlphaGo yari gahunda ya DeepMind yatsinze abakinnyi beza ba Go ku isi, ikintu cyibanze kuva kera. AlphaZero noneho yize Go, chess, na shogi rwose binyuze mukwikinisha, yiga ubuhanga bwikirenga kuva kera. AlphaGo na AlphaZero byumvikana neza murwego rwingamba, kugera kubitegererezo, gufata ibyemezo, hamwe nubufatanye bwibidukikije. Kugirango wubake byimbitse, fata AlphaGo na AlphaZero 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 AlphaGo na AlphaZero asuzuma ingamba zabacuruzi, ikarita yerekana ikarita yizewe, hamwe ningaruka zo gufunga mbere yo gukora. 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.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mugihe kimwe, Amatangazo yo gutangiza arashobora gusumbya umutekano mubikorwa nyabyo byakazi. 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
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura. 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
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.
Uburyo bwo Gushyira mu bikorwa
AlphaGo na AlphaZero mubikorwa
Gutsindira isi Go nyampinga Lee Sedol (2016) na Ke Jie (2017) mumikino idasanzwe.
Gutsindira nyampinga wa Go Go Lee Sedol (2016) na Ke Jie (2017) mumikino idasanzwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
AlphaGo na AlphaZero mubikorwa
AlphaZero yigisha chess ndengakamere mumasaha, igaragaza gufungura no kwigomwa ibitekerezo byizwe na ba nyirakuru.
AlphaZero yigisha chess ndengakamere mumasaha, ikagaragaza ibitekerezo bishya byo gufungura no kwigomwa byizwe na ba nyirakuru 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 runaka.
AlphaGo na AlphaZero mubikorwa
MuZero gutoza Genda, chess, shogi, na Atari imikino utabwiwe amategeko.
MuZero gutoza Genda, chess, shogi, na Atari utabwiwe amategeko Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
AlphaGo na AlphaZero mubikorwa
Gutera inkunga yo kwikinisha no gushakisha uburyo bukoreshwa muri robo, imibare (AlphaProof), hamwe na LLM gutekereza.
Gutera inkunga yo kwikinisha no gushakisha ubu bikoreshwa muri robo, imibare (AlphaProof), na LLM yibitekerezo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.