Hungwaru kugona kwechinhu kugadzirisa maitiro acho kune zvakatipoteredza nechinangwa chekuchengetedza (kupona)

chirevo

Nyika yese haiite chimwe chinhu kunze kwekutaura nezve Artificial Intelligence, asi panguva imwe chete - chii chinonetsa! - tsanangudzo, chaizvoizvo, ye "njere" (kwete kunyange yekugadzira, asi kazhinji) - haisati yawanzogamuchirwa, inonzwisisika, inonzwisisika yakarongeka uye yakadzika! Wadii kutora rusununguko rwekuedza kutsvaga nekupa tsananguro yakadai? Mushure mezvose, tsananguro ndiyo nheyo iyo zvimwe zvese zvakavakwa, handiti? Tinovaka sei AI kana munhu wese achiona zvakasiyana chii chinofanira kurara pamusimboti? Enda…

Mazwi akakosha: kungwara, kugona, pfuma, chinhu, kuchinjika, maitiro, nharaunda, kuchengetedza, kurarama.

Kuti utsanangure tsananguro dziripo dzehungwaru, chinyorwa chinoti "Muunganidzwa Wetsanangudzo dzeUngwaru" (S. Legg, M. Hutter. Muunganidzwa weDefinitions of Intelligence (2007), arxiv.org/abs/0706.3639), makotesheni anoratidzwa pamwe chete nemhinduro (tatsveyamisa mabhii).

kupinda

Ichi chinyorwa (A Collection of ...) ongororo yenhamba huru (inopfuura 70!) yetsanangudzo isina kurongeka yezwi rekuti "njere" iro vanyori vakaunganidza mumakore apfuura. Sezvingatarisirwa, kugadzira runyoro rwakakwana kwaisazogoneka, nekuti tsananguro zhinji dzehungwaru dzakavigwa zvakadzama muzvinyorwa nemabhuku. Nekudaro, tsananguro dzakaratidzwa pano ndiyo yakanyanya kusarudzwa, yakapihwa neyakadzama link...

Pasinei nenhoroondo refu yekutsvagisa nekukakavadzana, hapasati pasisina tsananguro yehungwaru. Izvi zvaita kuti vamwe vatende kuti hungwaru hunogona kungotsanangurwa zvakaenzana, kwete zvachose. Tinotenda kuti danho iri rekusava netariro rakasimba zvakanyanya. Kunyangwe pasina tsananguro imwechete yakajairika, kana iwe ukatarisa kune akawanda akatsanangurwa, kufanana kwakasimba pakati pezvizhinji zvetsanangudzo zvinokurumidza kuoneka.

Tsanangudzo yeUngwaru

Tsanangudzo kubva kune zvakajairika (maduramazwi, encyclopedias, nezvimwewo)

(iyo 3 tsananguro dzakanakisa dzehungwaru kubva pagumi nemasere, dzakapihwa muchikamu chino chechinyorwa chekutanga. Sarudzo yakaitwa maererano nechiyero - hupamhi nekudzika kwekuvharwa kwezvivakwa - kugona, maitiro, paramita, nezvimwe, nezvimwe. ., yakapihwa mutsanangudzo).

• Iko kugona kunyatsoenderana nenharaunda, kungave nekuita shanduko mukati mako, kana nekushandura nharaunda, kana nekutsvaga imwe nyowani ...
• Hungwaru haisi nzira imwe yepfungwa, asi musanganiswa wemaitiro mazhinji epfungwa anonangana nekugadzirisa kunoshanda kune zvakatipoteredza.

Kugadziriswa mhedzisiro yekuratidzwa kwezvinhu zvakawanda zvisina kutaurwa zvinoumba njere. Zvakakosha kuti zvakatipoteredza zvinotsanangurwa - zviripo kana kunyange zvitsva.

• Kugona kudzidza nekunzwisisa, kana kubata nemamiriro matsva kana akaoma;
• Kushandisa pfungwa nounyanzvi;
• Kugona kushandisa ruzivo kukanganisa nharaunda, kana kugona kufunga zvisingaite, sekuyerwa nemaitiro echinangwa (kana akaedzwa).

Zvakakosha kuti zvakatipoteredza zvinotsanangurwa! Kukanganisa:

• Kuburikidza nemubatanidzwa wekuti “kana”, mhando dzakasiyana dzemhando dzakabatanidzwa: “kugona kudzidza” uye “kubata nemamiriro ezvinhu matsva.”
• Uye “kushandisa pfungwa nounyanzvi” haisi tsanangudzo yakanaka zvachose.

• Vanhu vanosiyana kubva kune mumwe nemumwe mukukwanisa kwavo kunzwisisa pfungwa dzakaoma, kubudirira kwavo mukuenderana nekwavanogara, kudzidza kubva pane zvakaitika, kuita nzira dzakasiyana dzekufunga, uye kukunda zvipingamupinyi kuburikidza nekufungisisa.

Zvakanaka, vanhu vanoratidzwa, kureva kuti, munhu ane mano! Kubudirira kwekugadzirisa kunoratidzwa - izvi zvakakosha, asi kugadzirisa pachayo hakubatanidzwi mune urongwa! Kukunda zvipingamupinyi ndiko, pahwaro hwayo, kugadzirisa matambudziko.

Tsananguro dzakapihwa nenyanzvi dzepfungwa (yakanakisa 3 kunze kwe35 tsananguro dzinopihwa)

• Ndinosarudza kudaidza njere "kubudirira kungwara." Uye chikonzero ndechekuti kusimbiswa kuri pakushandisa njere kuwana budiriro muhupenyu. Naizvozvo, ini ndinotsanangura njere sehunyanzvi hwekuzadzisa izvo munhu anoda kuwana muhupenyu mumamiriro emagariro evanhu, izvo zvinoreva kuti vanhu vane zvinangwa zvakasiyana: kune vamwe vari kuwana mamakisi akanaka kwazvo muchikoro uye kupasa bvunzo, kune vamwe zvingave , uve mutambi webasketball akanaka kwazvo, kana mutambi, kana muimbi.

Chinangwa chiri pachena kuwana kubudirira muhupenyu, asi ndizvo zvese ...

Kubva pakuona zvakanyanya, hungwaru huripo apo mhuka yega yega kana munhu anoziva, zvisinei nekushomeka, kukosha kwemaitiro ayo maererano nechinangwa. Pane tsananguro dzakawanda dzakaedza nyanzvi dzepfungwa kutsanangura izvo zvisingatsananguriki, zvakanyanya kana zvishoma zvinogamuchirwa ndezvi:

1. kukwanisa kupindura kumamiriro matsva kana kudzidza kuzviita kuburikidza nemhinduro itsva dzekugadzirisa, uye
2. kugona kuita bvunzo kana kugadzirisa matambudziko anosanganisira kubata kwehukama, nehungwaru hunoenderana nekuoma kana kusanzwisisika, kana zvese zviri zviviri.

Saka, hutungamiri hwakaonekwa: "Kubva pakuona zvakanyanya ...", izvi zvatova zvakanaka. Asi ndipo panoperera zvinhu zvese zvakanaka...

1. Tautology: pindura ... nemaitiro matsva ekuchinja. Hazvina mutsauko - kushandisa zvekare kana zvitsva maitiro, chinhu chikuru ndechekuita!
2. Iye zvino pamusoro pezviedzo ... Kubata hukama hakuna kuipa, asi zviri kure nekukwana!

• Kungwara hakusi kugona kumwe chete, asi kwakaumbwa, kunosanganisira mabasa akati wandei. Zvinoreva kusanganiswa kwehunyanzvi hunodiwa pakurarama nekusimudzira mukati meimwe tsika.

Oo, kupona kuburikidza nenjere kunozoratidzwa! Asi zvimwe zvese zvakarasika...

Tsanangudzo dzakapihwa nevatsvagiri veAI (yepamusoro 3 kunze kwe18)

• Mumiririri ane njere anoita] zvinoenderana nemamiriro ayo uye chinangwa chayo; inochinjika kumamiriro ekuchinja uye nekuchinja zvinangwa, inodzidza kubva pane zvakaitika uye inoita sarudzo dzakakodzera zvichienderana nekukanganisa kwekunzwisisa uye kugona kugadzirisa.

Zvichida akanakisa (pane ese anoratidzwa pano) tsananguro yehungwaru.
Chinangwa chakanyorwa, chechokwadi, asi chisina kutaurwa.

Adaptability - zvese maererano nemamiriro uye maererano nechinangwa. Iyo yekupedzisira inoreva kuti hapana pfungwa yechinangwa chakakosha!

Kudzidza - kuziva (kunyangwe zvisina kutaurwa zvakajeka) zvimiro zvezvakatipoteredza, kubata nemusoro, kushandisa.
Sarudzo inoreva maitiro anoreva.

Kukanganisa - mukuona uye kukanganisa.

• “Kugona kudzidza ndiko kwakakosha, hunyanzvi hwakazvimirira hunodiwa kuti uwane ruzivo rwakasiyana-siyana rwedomeine. Kuwana iyi "General AI" kunoda yakanyanya kuchinjika, general-chinangwa sisitimu iyo inogona yakazvimirira kuwana yakanyanyisa kuwanda kweruzivo nehunyanzvi, uye inogona kuvandudza hunyanzvi hwayo hwekuziva kuburikidza nekuzvidzidzisa."

Zvinoratidzika kuti pano kukwanisa kudzidza chimwe chinhu ndicho chinangwa chikuru ... Uye zvinhu zveGeneral AI zvinoyerera kubva mairi - kushanduka kwepamusoro, kushandiswa kwakasiyana-siyana ...

• Hungwaru masisitimu anofanirwa kushanda, uye kushanda nemazvo, munzvimbo dzakawanda dzakasiyana. Hungwaru hwavo hunovabvumira kuti vawedzere mukana wekubudirira kunyangwe vasina ruzivo rwakakwana rwemamiriro ezvinhu. Kushanda kweakangwara masisitimu hakugone kutariswa zvakasiyana kubva kune zvakatipoteredza, kubva kune chaiyo mamiriro, kusanganisira chinangwa.

Chii chinonzi "kuita basa rakanaka"? Chii chinonzi kubudirira?

Kugona kwetsanangudzo yakagadzirwa

Kana isu "tikaburitsa" mabasa anowanzoitika (maitiro, maitiro, nezvimwewo) kubva kune tsananguro dzakatariswa, tinozoona kuti hungwaru:

• Icho chinhu chine mumiriri wega wega mukudyidzana kwayo nenharaunda / nharaunda.
• Ichi chivakwa chinoreva kugona kwemumiririri kuwana budiriro kana kubatsirwa zvine chekuita nechimwe chinangwa kana basa.
• Ichi chivakwa chinoenderana nekuti mumiriri anogona sei uye anofanira kuchinjika kune akasiyana zvinangwa uye nharaunda.

Kushandisa aya akakosha hunhu pamwechete kunotipa tsananguro isina kurongeka yehungwaru: Hungwaru hunoyerwa nekugona kwemumiririri kuzadzisa zvinangwa pasi pemamiriro akasiyana-siyana.

Asi mira, tinoda mhinduro kumubvunzo: chii chinonzi njere, uye kwete sei (kana nei) inoyerwa (yakaongororwa)! Mumwe anogona kururamisa vanyori vechinyorwa nenyaya yekuti tsananguro idzi dzinenge makore gumi nematatu apfuura, uye kutarisira kuti chimwe chinhu chinofanira kunge chakashanduka mumakore anotevera - mushure mezvose, iyo IT munda iri kukura nekukurumidza ... Asi pazasi muenzaniso kubva kuchinyorwa kubva muna 2012, (M. Hutter, Makumi gumi eZvose Artificial Intelligence, www.hutter1.net/publ/uaigentle.pdf) uko pasina chachinja mutsanangudzo yehungwaru:

Kufunga, kusika, kushamwaridzana, kugadzirwa, kucherechedzwa kwemaitiro, kugadzirisa matambudziko, kurangarira, kuronga, kuzadzisa zvinangwa, kudzidza, optimization, kuzvichengetedza, kuona, kugadzirisa mutauro, kurongedza, kupinza uye kubvisa, kuwana ruzivo uye kugadzirisa ... Tsanangudzo chaiyo yehungwaru iyo inosanganisira imwe neimwe yemativi ayo inoita seyakaoma kupa.

Zvekare, iwo matambudziko akafanana (kunyanya) ane tsananguro semakore masere apfuura: kuratidzwa kwehungwaru kunopiwa nenzira yerondedzero isina kurongeka yehunhu!

Tsanangudzo yehungwaru muWikipedia (yakasvika Chivabvu 22, 2016):
"Ungwaru (kubva muchiLatin intellectus - kunzwa, kuona, kunzwisisa, kunzwisisa, pfungwa, chikonzero) imhando yepfungwa inosanganisira kugona kujairana nemamiriro ezvinhu matsva, kugona kudzidza kubva pane zvakaitika, kunzwisisa uye kushandisa pfungwa dzisinganzwisisiki uye kushandisa ruzivo rwemunhu maneja zvakatipoteredza. Kugona kwakawanda kwekuziva nekugadzirisa matambudziko, ayo anobatanidza kugona kwese kwemunhu kwekuziva: kunzwa, kuona, ndangariro, kumiririra, kufunga, fungidziro.

Iyo Wikipedia yakafanana, asi mune yazvino edition kubva Ndira 24, 2020:
"Kungwara (kubva muchiLatin intellectus "kuona", "kufunga", "kunzwisisa", "pfungwa", "chikonzero") kana pfungwa imhando yepfungwa, inosanganisira kugona kujairana nemamiriro matsva, kugona kudzidza uye kugona. rangarira zvichibva paruzivo, kunzwisisa nekushandisa pfungwa dzisiri nyore, uye kushandisa ruzivo rwemunhu kutonga nharaunda yevanhu. Iko kugona kwakawanda kwekuziva uye kugadzirisa matambudziko, iyo inosanganisa kugona kwekuziva: kunzwa, kuona, ndangariro, kumiririra, kufunga, fungidziro, pamwe nekutarisa, kuda uye kufungisisa. "

Saka makore mazhinji apfuura, asi isu tichiri kuona chinhu chimwe chete - seti yemaitiro pasina chero chimiro ... Uye nechiratidzo chemunhu - mutakuri wenjere, chete pamagumo echinyorwa. Ndiko kuti, hazvigoneke kutsiva: "abstract Object with intelligence -> Munhu ane hungwaru" ane chinotevera chiziviso mune iyi tsananguro: "Munhu anodei kuti ave nenjere?" Kana kuti kutsiva uku kunotungamira kune zvishuwo zvebhanari: Munhu, kuti ave akangwara, anofanirwa kuwana kugona kujairana nemamiriro ezvinhu matsva, kudzidza kubva pane zvakaitika, kunzwisisa uye kushandisa pfungwa dzisinganzwisisiki uye kushandisa ruzivo rwake kudzora zvakatipoteredza, nezvimwewo, nezvimwe zvakadaro. . Muchidimbu , aya ndiwo maitiro aungaita wakangwara, uye kwete kuramba uri benzi...

Saka, zvichibva pane zviri pamusoro apa, tsanangudzo inotevera inorongwa, yakasungirirwa kuChinhu, sezvo njere haigoni "kurembera mumhepo," inofanira kunge iri mano emumwe munhu. Izvi zvinoshandawo kune maitiro ayo munhu chete kana chimwe chinhu chinogona kuva nacho:

A Subject's Intelligence seti yekugona iyo inoshandiswa kana:
(1) Kuzivikanwa, kugadzirwa uye kuyeuka (nenzira yemuenzaniso) yemitemo yenyika uye / kana maitiro:
      (1.1) Zvakatipoteredza, uye
      (1.2) Nzvimbo yemukati yeChinhu.
(2) Forward modelling yenyika uye/kana maitiro esarudzo:
      (2.1) muNzvimbo, uye
      (2.2) Nzvimbo yemukati yeChinhu.
(3) Kugadzira tsananguro yehurumende uye / kana kuita kwemaitiro eChinhu, chakagadziriswa:
      (3.1) kune Zvakatipoteredza, uye
      (3.2) kune Yemukati nharaunda yeChinhu
zvichienderana nekuwedzera kweiyo Object Behavior/Behavior Cost ratio
Chinangwa chechinangwa chekuchengetedza (kuvapo, nguva, kuve) kweChinhu muNzvimbo.
zvakatipoteredza.

Izvi ndizvo zvazvinoita padhayagiramu:

»

Iye zvino nezvekushandiswa kwetsanangudzo ... Chokwadi, sezvavanotaura, inogara iri kongiri. Nokudaro, kuitira kuti utarise logic yetsanangudzo, unofanira kutsiva Chinhu chacho neimwe nzira inozivikanwa uye inonzwisisika, semuenzaniso, ne ... Motokari. Saka…

Mota ine hungwaru imota ine seti yekugona iyo inoshandiswa kana:
(1) Kuzivikanwa, kugadzirwa uye kuyeuka (nenzira yemuenzaniso) yemitemo yenyika uye / kana maitiro:
(1.1) Traffic mamiriro, uye
(1.2) Nzvimbo yemukati yeMota.
(2) Forward modelling yenyika uye/kana maitiro esarudzo:
(2.1) mumamiriro emigwagwa, uye
(2.2) Nzvimbo yemukati yeMota
(3) Kugadzira tsananguro yehurumende uye / kana kuita kwemaitiro eMotokari, yakagadziridzwa:
(3.1) kune Road Conditions, uye
(3.2) kune Yemukati Nzvimbo yeMota
pasi pekuwedzera kwechiyero (Mota Behavior / Behavior Costs
Mota) nechinangwa chekuchengetedza (kuvapo, nguva, kuvepo) kweMota - zvese zviri muMugwagwa mamiriro uye mune Yemukati nharaunda yeMota.

Ndini ndega here ndirikuona kuti tinoti Mota ine ma abilities chaiwo aya? Zvino mumwe mubvunzo: ungaona here musiyano pakati pekukwira mumotokari inotyairwa nenyanzvi uye kukwira muMota Yakangwara yakadaro?

Mhinduro "NO" inoreva:

1. Tsanangudzo chaiyo yehungwaru yakapihwa: pakutsiva "Chinhu -> Mota", hapana kukundikana kwepfungwa kana kusawirirana kwakaonekwa murondedzero.
2. Mota ine hunyanzvi hwakadaro panguva yerwendo yakaita seyapfuura "mota" Turing bvunzo: mufambi parwendo haana kuona musiyano pakati pemota nemutyairi wehunyanzvi neMota iyi. Kana kuti, kana tikanyatso kutevedzera manyorerwo ebvunzo yeTuring: “Kana munzendo dzinoverengeka dzemufambi ari mumotokari isina mutyairi uye ari mumotokari ine mutyairi ane hunyanzvi, mutyairi haagone kufungidzira kuti imota ipi yaimutyaira, ipapo maererano nechiyero. ye "kufunga mumamiriro ezvinhu emugwagwa" motokari isingatyairi inogona kuonekwa yakaenzana nemotokari ine mutyairi wenyanzvi."

Vanoda vanokokwa kuti "vatambe" netsanangudzo iyi - tsiva mairi pachinzvimbo chezwi risiri rekuti "Chinhu" zita rechero, kana richidikanwa, rinozivikanwa system (yakasikwa, yemagariro, maindasitiri, tekinoroji) uye nekudaro tarisa wakazvimirira kugarisana. Iva nechokwadi chekugovera zvawawana uye pfungwa dzako pane zvakabuda mukuyedza!

Kutsanangura njere kuburikidza nezvinangwa zvawo

(A. Zhdanov. "Autonomous Artificial Intelligence" (2012), 3rd ed., electronic, pp. 49-50):
Zvinangwa zvikuru izvo sisitimu yetsinga yechero chipenyu inovavarira ndeiyi:

• kupona kwemuviri;
• kuunganidzwa kwezivo nehurongwa hwake hwetsinga.

Aya mapoinzi maviri: kupona uye kuunganidza ruzivo irondedzero yakajairwa yemapoinzi 2 uye 3 zvakateerana!

Sekupedzisa...
"Vicarious inodzidzisa komputa kushandisa fungidziro yayo"
("Kombuta yakadzidza kutyaira zvine hasha" nplus1.ru/news/2016/05/23/mppi)
“Upenyu hwaizova hunofinha pasina fungidziro. Saka pamwe dambudziko guru remakomputa nderekuti havana fungidziro. Iyo yekutanga Vicarious iri kugadzira nzira nyowani yekugadzirisa data, inofemerwa nenzira iyo ruzivo rungangoyerera kuburikidza nehuropi. Vatungamiri vemakambani vanoti zvichapa makomputa chimwe chinhu chakafanana nekufungidzira, izvo zvavanotarisira kuti zvichabatsira kuti michina ive nehungwaru. Iyo kambani yakaratidza rudzi rutsva rweneural network algorithm, ine zvivakwa zvakakweretwa kubva kubiology. Chimwe chazvo kugona kufungidzira kuti ruzivo rwakadzidzwa rungataridzika sei mumamiriro akasiyana-mhando yekufungidzira kwedhijitari. "

Wow, masanga akadini! Chaiyo poindi (2) yetsanangudzo: kutarisisa kwepamusoro kufungidzira kwedhijitari!

Izvi hazviwanzo kuitika, asi tarisa zvatinowana online:
("Kombuta yakadzidza kutyaira zvine hasha" nplus1.ru/news/2016/05/23/mppi)
"Nyanzvi kubva kuGeorgia Institute of Technology vakaunganidza modhi yemotokari isina munhu (1: 5 chiyero chakavakirwa pane serial radio-inodzorwa modhi chassis) inokwanisa kukona uchishandisa skid inodzorwa. Iyo pa-board komputa ine Intel Skylake Quad-core i7 processor uye Nvidia GTX 750ti GPU kadhi yevhidhiyo uye inogadzirisa ruzivo kubva kune gyroscope, mavhiri ekutenderera sensors, GPS uye peya yepamberi kamera. Zvichienderana nedatha yakagamuchirwa kubva kuma sensors, iyo algorithm yekutonga inogadzira 2560 kumberi mafambiro ekufambisa kwemasekonzi maviri nehafu anotevera. "

Iyo control algorithm ine "mufananidzo wenyika" wemota iri muchimiro cheseti yematanho ekufamba munzira yakapihwa.

"Pakati pe2560 trajectories, algorithm inosarudza yakanyanya kunaka uye, maererano nayo, inogadzirisa nzvimbo yevhiri uye kumhanya. Uyezve, migwagwa yose 2560 inovakwa uye inovandudzwa ka60 pasekondi.”

Uku kufungidzira kwekufungidzira, hunyanzvi hwekugadzira kana fungidziro yedhijitari! Kusarudza yakaringana trajectory kubva 2560 pre-yakagadzirwa uye kugadzirisa vhiri chinzvimbo uye kumhanya (adaptation!) kuti urambe uri munzira. Zvese pamwe chete zvinotsanangurwa neiyo yakaratidzwa dhayagiramu yehungwaru!

"Iyo nzira yese yekudzidzisa iyo algorithm yekudzora yakatora maminetsi akati wandei ekutyaira panjanji nemunhu ane ruzivo rushoma rwekudzora"

Nzira yekudzidza ndeyekugadzira mufananidzo wenyika!

Panguva imwecheteyo, vaongorori vanocherekedza, kudhiraivha kunodzorwa hakuna kushandiswa panguva yekudzidziswa; komputa "yakaigadzira" yakazvimirira. Panguva yekuyedzwa, mota yaityaira yakazvimirira ichitenderedza njanji, ichiedza kuchengetedza kumhanya zvakanyanya kusvika pamamita masere pasekondi. "

Kudhiraivha inodzorwa chinhu cheyakanyanya zano (iyo yakafanana kuwedzera kweiyo "Object Behavior / Behavior Costs" reshiyo) yakazvimiririra yakagadziridzwa nemota.

"Sekureva kwevanyori, kudzidzisa maalgorithms kutyaira zvine hukasha kunogona kubatsira pakutyaira zuva nezuva kwemotokari inozvityaira nenzira imwechete iyo kudzidza kudzora skid kunogona kubatsira kumutyairi mupenyu. Kana pakaitika mamiriro ezvinhu asingatarisirwi, akadai seaizi, mota isina munhu inokwanisa kubuda yakazvimiririra kubva muskid uye kudzivirira tsaona inogona kuitika. "

Uye uku ndiko kuparadzirwa kwechiitiko chemotokari ... Zvakanaka, seshiri inochengetedza (rangarira nyaya yakakurumbira), yakagamuchira unyanzvi hunobatsira, yakabva yangopfuura kune vamwe vose.

Zvakare ini ndichapa tsananguro yakarongedzerwa kushandiswa:

A Subject's Intelligence seti yekugona iyo inoshandiswa kana:

(1) Kuzivikanwa, kugadzirwa uye kuyeuka (nenzira yemuenzaniso) yemitemo yenyika uye / kana maitiro:
      (1.1) Zvakatipoteredza, uye
      (1.2) Nzvimbo yemukati yeChinhu.
(2) Forward modelling yenyika uye/kana maitiro esarudzo:
      (2.1) muNzvimbo, uye
      (2.2) Nzvimbo yemukati yeChinhu.
(3) Kugadzira tsananguro yehurumende uye / kana kuita kwemaitiro eChinhu, chakagadziriswa:
      (3.1) kune Zvakatipoteredza, uye
      (3.2) kune Yemukati nharaunda yeChinhu
zvichienderana nekuwedzera kweiyo Object Behavior/Behavior Cost ratio
Chinhu chine chinangwa chekuchengetedza (kuvapo, nguva, kuvapo) kweChinhu muNzvimbo.

Ndinokutendai nekuteerera. Maonero nekutaura zvinogamuchirwa chose.

PS Asi isu tinogona kutaura takaparadzana nezve "... inochinjika, yepasirese sisitimu inokwanisa kuzvimiririra kuwana yakawandisa ruzivo rwakanyanya uye hunyanzvi" uye inodiwa kugadzira AGI - iyi inyaya inonakidza. Kana, chokwadi, pane kufarira kubva kuvaverengi. 🙂

Source: www.habr.com