Contra "Grandmaster-level chess ntle le ho batla" (2024)
Contra "Grandmaster-level chess ntle le ho batla" (2024) Tlhahlobo ena e felletseng ea contra e fana ka tlhahlobo e qaqileng ea likarolo tsa eona tsa mantlha le litlamorao tse batsi. Libaka tsa Bohlokoa tsa Tsepamiso Lipuisano li shebane le: Mekhoa ea mantlha ea ...
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Contra "Grandmaster-level Chess Without Search" (2024): Hobaneng ha Paterone Recognition Alone Falls Short
Pampiri ea Google DeepMind ea 2024 e tsekang chess ea boemo bo holimo ntle le mekhoa ea khale ea ho batla e ile ea tsosa lipelaelo hang-hang le tse nang le motheo o motle ho pholletsa le sechaba sa lipatlisiso tsa AI. Likhang tse hanyetsanang li senola mefokolo ea mantlha ea ho kenya tlhokomelo ea mohlala e tala bakeng sa tlhahlobo e hlophisehileng - lithuto tse fetelang hole ho feta chess ho ea ho othomathike ea khoebo, meralo ea ho etsa liqeto, le mokhoa oa lipolanete tse kang Mewayz meralo e bohlale e phallang bakeng sa basebelisi ba fetang 138,000.
Ha e le hantle Pampiri ea Pele e Batlisitse'ng?
Patlisiso ea mantlha, e etelletsoeng pele ke Aram Ebrahimi le basebetsi mmoho le Google DeepMind, e hlahisitse hore mofuta o lekaneng oa transformer o koetlisitsoeng ka maemo a chess le litlhahlobo tsa bona o ka bapala ka matla a maholo ntle le ho sebelisa mekhoa e hlakileng ea ho batla joalo ka minimax kapa ho batla lifate tsa Monte Carlo. Ho fapana le lienjineri tse kang Stockfish kapa AlphaZero, tse hlahlobang likete ho isa ho limilione tsa maemo a kamoso pele li khetha ho falla, mokhoa ona o ne o its'etleha ho marang-rang a marang-rang a etsang likhakanyo tsa phallo e le 'ngoe - ha e le hantle e "intuiting" motsamao o molemo ka ho fetisisa ho tsoa ho temoho ea mohlala feela.
Tlaleho e ne e le sebete: haeba mmotlolo o ka monya kutloisiso e lekaneng ea boemo ho tsoa ho data ea koetliso, lipalo tse matla li ka fetoha tse sa hlokahaleng. Liphetho tsa mantlha li ile tsa bonahala li ts'epahatsa, 'me moetso o fihletse lintlha tsa Elo ho sehlopha sa grandmaster tlas'a maemo a khethehileng a tlhahlobo.
Hobaneng Bahlahlobisisi ba Phehisana khang
Tlhahlobo e matla ka ho fetesisa e shebane le ntlha ea mantlha ea pampiri. Transformer e ne e koetliselitsoe ho ba limilione tsa maemo a hlahlobiloeng ke Stockfish - enjene e itšetlehileng haholo ka lipatlisiso tse tebileng. Bahlahlobisisi ba pheha khang ea hore mohlala ha oa felisa ho batla; e ile ea edistilled eona. Patlo e ne e kentsoe ka pele ho data ea lithupelo ho fapana le ho etsoa ka nako ea boithuto.
"Ho batla mohlala ho bapala chess 'ntle le ho batlisisa' ha o ntse o e koetlisa ka sephetho sa enjine ea patlo ho tšoana le ho bolela hore u rarolotse 'mapa ntle le' mapa - ka mor'a ho hopola tharollo eo motho e mong a e fumaneng a sebelisa 'mapa."
Phapano ena e bohlokoa haholo. Moetso ona o ithutile litlatsetso tse hatellang tsa sephetho, eseng kutloisiso e ikemetseng ea boemo. Tlosa lets'oao la koetliso le hlahisitsoeng ke lipatlisiso, 'me ts'ebetso ea putlama. Sena se na le ho tšoana ho tobileng bohlaleng ba khoebo: sesebelisoa leha e le sefe sa liqeto se tsamaisoang ke AI se molemo feela joaloka tlhahlobo e hlophisitsoeng e kentsoeng lipeiping tsa eona tsa koetliso.
Kemohelo e Hloekileng ea Paterone e Senyeha Hokae ka Ts'ebetso?
Teko e matla e entsoeng ke bafuputsi ba ikemetseng e senotse mekhoa e matla ea ho hloleha eo matšoao a mantlha a e patileng:
- Maemo a tebileng a maqheka: Moetso ona o ne o hloloheloa khafetsa motsoako o hlokang lipalo ho feta metsamao e 4-5, moo lienjineri tsa setso li ipabolang ho feta lifate tsa ho batla tse hlakileng.
- Maemo a ka ntle ho kabo ea lithupelo a pepesitse ho se khone ho beha mabaka ho latela melao-motheo ea pele, e leng se lebisang liphosong tsa mantlha tseo ho neng ho se na ntate-moholo oa motho ea ka li etsang.
- Bothata ba bohanyetsi: Ha bahanyetsi ba ne ba etsa lipapali ka boomo maemong a sa tloaelehang, Elo ea mohlala e ile ea theoha haholo - e fana ka maikutlo a ho tšoara ka hlooho ho e-na le kutloisiso ea 'nete.
- Ho sa tsitsane tlas'a khatello: Le hoja karolelano ea ts'ebetso e ne e bonahala e le boemong ba bo-ntate-moholo, phapang e ne e le holimo haholo ho feta bo-ntate-moholo ba batho kapa lienjineri tse thehiloeng ho batla, tse nang le liphoso tse bohloko tse hlahang ka litekanyetso tse sa lumellaneng le papali ea 'nete.
- Positional complexity scaling: Ha ho rarahana ha boto ho ntse ho eketseha, lekhalo lipakeng tsa mofuta o sa hlokeng ho batla le lienjine tsa patlo le ile la atoloha haholo ho fapana le ka mela.
Phehisano ee e Bolela'ng Bakeng sa Litsamaiso tsa Khoebo tse tsamaisoang ke AI?
Khang ea chess-ntle le ho batla e hlakisa tsitsipano khubung ea tšebeliso ea morao-rao ea AI. Tlhokomeliso ea mohlala le tlhahlobo e hlophisitsoeng ha li fetohe - lia tlatsana. Litsamaiso tse sebetsang ka ho fetisisa li kopanya likarabo tse potlakileng le ho beha mabaka ka mokhoa o hlophisitsoeng moo ho leng holimo.
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Start Free →Ena ke eona meaho e ka morao ho sistimi ea khoebo ea Mewayz ea 207-module. Ho e-na le ho itšetleha feela ka li-heuristics tse bapisang mohlala kapa logic e thehiloeng melaong feela, sethala se kopanya mekhoa e 'meli ho pholletsa le mosebetsi oa eona oa ho sebetsa, CRM, tsamaiso ea morero le li-module tsa lichelete. Litlhahiso tse potlakileng tse thehiloeng ho paterone li sebetsana le liqeto tse tloaelehileng, ha litsamaiso tsa tlhahlobo tse hlophisitsoeng li sebetsana le maemo a rarahaneng - ho bonts'a kamoo lienjineri tse matla tsa chess li kopanyang tlhahlobo ea netweke ea neural le lipatlisiso tse reriloeng.
Thuto e tsoang ho contra analysis e hlakile: litsamaiso tse ipolelang hore li felisa monahano o hlophisitsoeng molemong oa intuition e hlakileng e otla siling ea ts'ebetso. Ebang ke ho laola maemo a chess kapa ho tsamaisa khoebo, motsoako oa temoho e potlakileng ea paterone le tlhahlobo ea ka boomo e lula e feta mokhoa o mong o le mong.
Re Lokela ho Lekola Joang Litlaleho tsa "AI" tse Tsoang Pele?
Likhang tse hanyetsanang li theha moralo o sebetsang bakeng sa ho lekola ka hloko likopo tse matla tsa lipatlisiso tsa AI. Ntlha ea pele, hlahloba hore na bokhoni bo boletsoeng bo finyelitsoe e le kannete kapa bo ile ba abuoa hape - na tsamaiso e ile ea felisa ho batla, kapa ho e pata nakong ea koetliso? Taba ea bobeli, ts'ebetso ea liteko ho tse kenngoeng ke bahanyetsi le tse kantle ho kabo, eseng feela li-benchmarks tse ntle. Ea boraro, lekanya botsitso le ts'ebetso e mpe ka ho fetesisa hammoho le karolelano, kaha sistimi e bapalang ka bokhabane 90% ea nako empa e fosahetse ka mokhoa o makatsang 10% ea nako ha se boemo bo holimo ka kutloisiso efe kapa efe e utloahalang.
Melao-motheo ena ea tlhahlobo e sebetsa ka ho lekana ha likhoebo li lekola lisebelisoa tse tsamaisoang ke AI bakeng sa tšebetso ea tsona. Matšoao a boemo bo holimo a ka pata bofokoli ba bohlokoa bo hlahang tlas'a maemo a sebele a lefats'e - 'nete e tsebisitseng mokhoa oa Mewayz oa ho haha ts'epo ho pholletsa le mojule oa eona oa ecosystem.
Lipotso Tse Botsoang Hangata
Na mofuta oa chess-ntle le ho batla o fihlile boemong ba grandmaster?
Ka tlas'a maemo a laoloang, mohlala o fihletse lintlha tsa Elo ho sehlopha sa grandmaster. Leha ho le joalo, liteko tse ikemetseng li ile tsa senola ho se lumellane, bofokoli ba bahanyetsi, le libaka tse tebileng tsa maqiti tse nyenyefatsang sehlopha sa grandmaster. Papali ea 'nete ea Grandmaster e hloka ts'epo le botebo tseo mohlala o sa kang oa li bonts'a khafetsa, e leng se etsang hore tleleime e be tšesaane ho fapana le ho nepahala ka botlalo.
Na lipatlisiso tsa mahala tsa AI chess li ntse li le bohlokoa ho sa tsotellehe linyatso tsee?
Ho hang. Patlisiso e bonts'itse hore meralo ea li-transformer e ka hatella palo e kholo ea tsebo ea chess hore e be litlhahlobo tse potlakileng tsa pase e le 'ngoe. Sena se na le lits'ebetso tse sebetsang bakeng sa litekanyetso tse hakanyetsoang tse potlakileng, thuso ea koetliso, le litsamaiso tse nyalisitsoeng. Likhang tse hanyetsanang ha li felise lipatlisiso - li beha meeli ea eona ka nepo le ho phephetsa qeto e fetelletseng.
Na khang ee e amana joang le ho khetha lisebelisoa tsa ho iketsetsa khoebo?
Thuto ea mantlha ke hore boiketsetso bo sebetsang bo hloka ho tsamaisana le mokhoa o nepahetseng oa ho beha mabaka le mofuta o mong le o mong oa mosebetsi. Liqeto tse bonolo, tse pheta-phetoang li rua molemo ka ho lemoha mokhoa o potlakileng. Liqeto tse rarahaneng, tse phahameng li hloka tlhahlobo e hlophisitsoeng. Li-platform tse ntle ka ho fetisisa - joalo ka Mewayz's integrated business OS - li kopanya ka bobeli, ho netefatsa hore ha ho mokhoa o le mong o fetohang tšitiso kapa ntlha ea ho hloleha ho pholletsa le ts'ebetso ea hau.
Na u se u itokiselitse ho tsamaisa khoebo ea hau ka sistimi e hahelletsoeng ka lebelo le botebo? Mewayz e kopanya likarolo tse 207 tse nang le li-automation tse bohlale tse etselitsoeng ho rarahana ha 'nete - eseng li-benchmark theatrics. Merero e qala ho $ 19 / mo bakeng sa lihlopha tse batlang ho ts'epahala maemong ohle. Qala teko ea hau ea mahala ho app.mewayz.com 'me u utloe hore na tsamaiso ea 'nete ea khoebo e ikutloa joang.
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