Overview
AlphaGo yaive chirongwa cheDeepMind chakakunda vatambi veGonda vepasirese, chiitiko chakakosha makumi emakore kure. AlphaZero akabva agona Go, chess, uye shogi zvachose kuburikidza nekuzvitamba, kudzidza hunyanzvi hwepamusoro kubva pakutanga.
AlphaGo neAlphaZero inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.
Deep Dive
Go ine zvimwe zvinogoneka zvebhodhi zvinzvimbo kupfuura maatomu ari muchadenga chinooneka, zvichiita kuti kutsvaga kwehutsinye kusava netariro uye intuition yakakosha. Muna 2016, AlphaGo yakakunda ane mukurumbira mukwikwidzi Lee Sedol 4-1, aine mukurumbira wake 'Move 37' nyanzvi dzinoshamisa senge zvisiri vanhu. AlphaGo yakadzidza kubva kumitambo yevanhu nyanzvi pamwe nekuzvitamba. Muna 2017, AlphaZero yakaenda mberi: kutanga nemirairo chete uye pasina data remunhu, yakazvidzidzisa nekutamba mamirioni emitambo ichizvipikisa, ichipfuura yakanakisa Go, chess, uye shogi zvirongwa mukati memaawa kusvika mazuva. Imwe nzira yakazotevera, MuZero, yakatodzidza mitemo yemitambo iri yega. Izvi zvakakosha zvakaratidza kuti kudzidza kwekusimudzira pamwe nekutsvaga kunogona sei kuwana nzira dzinopfuura ruzivo rwevanhu.
Technical Insight
AlphaZero inosanganisa yakadzika neural network neMonte Carlo Tree Kutsvaga (MCTS). Iyo network inoburitsa mutemo (uyo unofambisa unotaridzika uchivimbisa) uye kukosha (uyo angangohwina), achitungamira kutsvaga kutsvaga chete mitsara yakakosha pane yega yega bazi. Kuburikidza ne-self-play kusimbisa kudzidza, fungidziro yetiweki uye mibairo yekutsvaga inosimbisana, ichivandudza zvishoma nezvishoma. Hapana mitambo yevanhu kana mabasa ekuongorora akagadzirwa nemaoko anodiwa, mitemo uye mubairo wekukunda.
Mastering AlphaGo uye AlphaZero
AlphaGo yaive chirongwa cheDeepMind chakakunda vatambi veGonda vepasirese, chiitiko chakakosha makumi emakore kure. AlphaZero akabva agona Go, chess, uye shogi zvachose kuburikidza nekuzvitamba, kudzidza hunyanzvi hwepamusoro kubva pakutanga. AlphaGo neAlphaZero inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuvaka kunzwisisa kwakadzama, tora AlphaGo neAlphaZero semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, kujekesa fungidziro, uye patsanura izvo zvingaitwe nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa AlphaGo neAlphaZero zvinoongorora zano revatengesi, kuvimbika kwemepu yemugwagwa, uye njodzi yekuvhara isati yaita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Panguva imwecheteyo, zviziviso zveLaunch zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Kukunda shasha dzepasirese Go Lee Sedol (2016) naKe Jie (2017) mumitambo yakakosha
AlphaZero ichizvidzidzisa chess yemunhu mumaawa, ichiratidza kuvhurika kutsva uye kupira mazano akadzidzwa nasekuru
MuZero mastering Enda, chess, shogi, uye Atari mitambo pasina kuudzwa mitemo
Kufuridzira kuzvitamba uye nzira dzekutsvaga dzava kushandiswa mumarobhoti, masvomhu (AlphaProof), uye LLM kufunga.
Maitiro Ekuita
AlphaGo uye AlphaZero mukuita
Kukunda nyika Go shasha Lee Sedol (2016) naKe Jie (2017) mumitambo yakakosha.
Kukunda makwikwi epasirese Go Lee Sedol (2016) naKe Jie (2017) mumitambo yakakosha Zvikwata zvinowanzowana mibairo iri nani kana vachinge vatsanangura zvikumbaridzo zvemhando yepamusoro, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa mukubereka uye mutengo wekukanganisa nekufamba kwenguva.
AlphaGo uye AlphaZero mukuita
AlphaZero ichizvidzidzisa chess yemunhu mumaawa, ichiratidza kuvhurika kutsva uye kupira mazano akadzidzwa nasekuru.
AlphaZero ichizvidzidzisa chess yemunhu mumaawa, ichiratidza kuvhurwa kutsva uye kupira mazano akadzidzwa nasekuru Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AlphaGo uye AlphaZero mukuita
MuZero mastering Enda, chess, shogi, uye Atari mitambo pasina kuudzwa mitemo.
MuZero mastering Enda, chess, shogi, uye Atari mitambo pasina kuudzwa mitemo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AlphaGo uye AlphaZero mukuita
Inokurudzira yekuzvitamba uye nzira dzekutsvaga dzava kushandiswa mumarobhoti, math (AlphaProof), uye LLM kufunga.
Kufuridzira kuzvidzora uye nzira dzekutsvaga dzave kushandiswa mumarobhoti, masvomhu (AlphaProof), uye LLM yekufunga Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.
Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.
Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.
Implementation Roadmap
Ongorora vanopa uchishandisa ako ega mabasa uye dataset.
Ongorora vanopa uchishandisa ako ega mabasa uye dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.