Hiki ke wānana ʻia nā hanana he nui ma mua o ka hiki ʻana mai, no ka laʻana, ʻike maopopo ʻia ke ʻano o ke kanaka e pāʻani ana i ka pāʻani MOBA kaulana ʻo Dota 2 e make koke inā hoʻokokoke kekahi koa ʻenemi ikaika iā ia mai kahi ʻike ʻole. Akā ʻo ka mea i ʻike ʻia i ke kanaka ʻaʻole maʻalahi no ka kamepiula, a ʻaʻole hiki i ke kanaka ke hahai mau i nā mea a pau i hana ʻia ma ka palapala pāʻani. IN Ua kapa ʻia ʻo "Time to Die: Predicting Character Death in Dota 2 Using Deep Learning," ua wehewehe nā mea noiʻi mai ke Kulanui o York pehea i hiki ai iā lākou ke aʻo iā AI e wānana i ka make e hiki mai ana o kahi mea pāʻani me ka pololei kiʻekiʻe 5 kekona ma mua o ka hiki ʻana mai. .
ʻO ka ʻoiaʻiʻo, ʻoi aku ka paʻakikī o ka wānana e pepehi ʻia kahi ʻano i loko o 5 kekona ma mua o ka ʻike mua ʻana. He 80 mau ʻāpana ʻokoʻa ka pāʻani maʻamau, i loko o kēlā me kēia mea e hiki ai i ke kanaka ke hana i nā hanana he 000 hiki (e like me ka helu ʻana o nā mea noiʻi). Ma ka awelika, hana nā mea pāʻani ma ka palapala ʻāina i 170 neʻe i kēlā me kēia ʻāpana pāʻani, e hana ana ma mua o 000 mau hoʻololi pāʻani.
Hoʻomaopopo nā mea kākau o ke aʻo ʻana ʻaʻole pili mau ke olakino haʻahaʻa o ke ʻano me kona make wikiwiki, no ka mea, aia kekahi mau koa i ka hiki ke ho'ōla, a aia kekahi mau mea kūikawā no ka ho'ōla a teleportation paha. I ka noʻonoʻo ʻana i kēia mau mea āpau, ua hoʻohana ka hui i nā hoʻopaʻa leo Dota 2 i hāʻawi ʻia e Valve e hoʻomaʻamaʻa i ka neural network, nona nā pāʻani 5000 ʻoihana a me 5000 semi-pro pāʻani a hiki i Dekemaba 5 i ka makahiki i hala. Ma mua o ka hoʻomaʻamaʻa maoli ʻana, ua hana mua ʻia nā hoʻopaʻa ʻana ma o ka hoʻololi ʻana i nā pāʻani i nā manawa manawa no kēlā me kēia mea pāʻani, i māhele ʻia i 0,133 mau ʻāpana kekona o ka manawa pāʻani, kahi i loaʻa i kēlā me kēia kiko ma ka pālākiō kahi ʻikepili piha e pili ana i ke ʻano a me kona kaiapuni.
Mai nā ʻike āpau i loko o ka pāʻani, ua ʻike nā mea noiʻi i nā ʻāpana 287, no ka laʻana, e like me ke olakino o ke ʻano, mana, ikaika, dexterity a me ka naʻauao, kāna mau mea i hoʻāla ʻia, mākaukau mākaukau e hoʻohana, ke kūlana o ka hero ma ka palapala ʻāina. ka mamao i ka ʻenemi kokoke loa a me ka hale kiaʻi pale o nā hoa, a me ka mōʻaukala loiloi ākea (i ka manawa a me kahi i ʻike hope ai ka mea pāʻani i ka ʻenemi). ʻO kēia mau palena, e like me ka hōʻike ʻana o nā mea noiʻi, he hana koʻikoʻi i ka make ʻana a ola paha kekahi kanaka i ka wā e hiki mai ana, me ka hana nui loa i pāʻani ʻia e ke kūlana ma ka palapala ʻāina a me ka mōʻaukala o ka loiloi.
"Hoʻopili ʻia ke ʻano o ka mea pāʻani e ka ʻike e pili ana i nā mea i hala iho nei," e kākau i nā hoa kākau o ka pepa. "No ka laʻana, inā ʻaʻole ʻike ʻia ka ʻenemi, ʻike mau ka mea pāʻani aia ʻo ia ma kahi o ia wahi. Ma ka ʻaoʻao ʻē aʻe, inā nalowale ka ʻenemi i kekahi mau minuke i hala aku nei, hiki iā ia ke hele ma nā wahi āpau mai ka ʻike o ka mea pāʻani. ʻO ia ke kumu i hoʻohui ai mākou i kahi hiʻohiʻona e nānā i ka mōʻaukala loiloi. "
No ka hoʻomaʻamaʻa ʻana i ka neural network, ua hoʻohana nā ʻepekema i 2870 inputs (287 parameter no 10 mau mea pāʻani) a me 57,6 miliona mau helu helu, e mālama ana i 10% o ka ʻikepili no ka hōʻoia a me 10% hou no ka hoʻāʻo. I kā lākou mau hoʻokolohua, ʻike ka hui ua loaʻa iā lākou ka awelika pololei o 0,5447 i nā kūlana i noi ʻia ai ka AI e wānana i ka mea koa o nā mea pāʻani he ʻumi ma kēlā me kēia hui e make i loko o nā kekona ʻelima e hiki mai ana. Eia kekahi, hōʻike nā mea noiʻi e hiki i ke kŘkohu ke wānana i ka make ma luna o ka manawa nui ma ke aʻo ʻana i nā kumu āpau a me nā kūlana e hiki ke alakaʻi iā lākou.
Hoʻomaopopo ka poʻe ʻepekema i kā lākou hoʻokokoke ʻana i kekahi mau palena, ʻo ia ka mea e koi nui ai ka ʻōnaehana i ka ʻike i loko o ka pāʻani (me ka ʻike e pili ana i nā poʻokela ʻenemi i ʻike ʻole ʻia e ka champion i nīnau ʻia) e hana i kāna wānana, a ʻaʻole paha e pili pono me nā pāʻani hou. Eia naʻe, manaʻoʻiʻo lākou ʻo ke kumu hoʻohālike a lākou i kūkulu ai, i loaʻa i loko , hiki ke hoʻohana i nā mea hoʻopuka a me nā mea pāʻani ke hahai i ka holomua o kahi pāʻani.
"He paʻakikī loa nā pāʻani Esports, a ma muli o ka wikiwiki o ka pāʻani, hiki ke hoʻololi maoli ke koena o ka pāʻani i loko o kekahi mau kekona, ʻoiai hiki i nā hanana like ʻole ke hiki i nā wahi he nui o ka palapala pāʻani i ka manawa like. Hiki iā lākou ke hana wikiwiki i hiki i nā mea haʻiʻōlelo a i ʻole nā mea nānā ke poina i kahi manawa koʻikoʻi i ka pāʻani a laila nānā wale i kona hopena, "kākau nā mea noiʻi. "I ka manawa like, ma Dota 2, ʻo ka pepehi ʻana i kahi koa ʻenemi he hanana koʻikoʻi e hoihoi i nā mea haʻiʻōlelo a me nā mea nānā."
Source: 3dnews.ru