I-Netflix itshintshe indlela abaphulaphuli ehlabathini jikelele abafumana ngayo kwaye basebenzise i-amime. Ababekelwanga mda wovavanyo lwezobugcisa, okanye iingqokelela ye-media yesixhobo sobugcisa, ababukeli ngoku badibana nencwadi eninzi yezibizo ngesixhobo esinye sonxibelelwano. I-injini eqhuba olu tshintsho asiyondlela nje yokuguqula iqonga kodwa inkqubo yobuchule obungaqhelekanga obungaqhelekanga obugqiba oko kubonakala kwikhusi lakho. I-Netflix imigaqo ye-AIS iye yajika yajika yaba ngomnye wezona ziphathi ezinempembelelo kwi-arhente, i-firmom, ukuhomba, i-hern, ebonisa ukukhula kodumo, kwaye ide ichaphazela iintlobo ze-am eziveliswayo.

Umatshini Osetyenziswa Kuyi - ainjini Ye - ai

Embilinini wayo, ukwakhiwa kwezakhiwo kwe-Netflix kuxhomekeke kudityaniso lwendlela yokuhluza edityanisiweyo, uhluzo olusekelwe kwinkcazelo, kunye nemodeli enzulu. I-Colvative diftitive compution ichaza iipateni zokubona imbali yabasebenzisi abazizigidi. Ukuba amawaka abantu ababukeleyo [] Acttack kwiTi ethambekileyo kwi i-Vanland Saga[FLT] [[FLT]], iinkqubo zifunda ukudibanisa izihloko ezibini. Ukuhlulwa, kwesinye isandla, uhlaluko ngalunye, isiqwenga, isihombo, umgangatho, umgangatho ofana “neechoko okanye "fluntluntluntyolongo" kunye nokucebisa ii-metho---metho.

Imfundo enzulu iqhubekeka ngokuqwalasela i-micro-behavior: ixesha elide kangakanani ubhabhazela ngaphezulu koxinzelelo, nokuba uxokozela ixesha lonke ngexesha elinye okanye usasaze lona kangangeeveki, inqaku elichanileyo apho ushiya khona ungcelele, nexesha lemini osoloko ulibukela. i-netflix lityhilwe kwiphepha lophando oluncinci 2020 [20] ukuba iphepha layo elinconyezelwayo lidityaniswe ngemithetho ebanzi eqikelelwe kwangaphambili, irekhotha, ithandwa, kunye nobutsha. Kwi-ayimme, inkqubo ikwabonisa ukuba ukhetha inqaku okanye ucacisiwe, imeko ediweyo ebangela ukuba abaphula abaphulayo.

Iingongoma Zogcino - lwazi Ezibangela Iingcebiso Ezingakumbi

Ubutyebi be-enetflix obunconyelwayo buxhomekeke kubuninzi bogcino-lwazi oluqokelelweyo. Ngaphezu kwemiqondiso ecacileyo efana “nokugadwa ngokupheleleyo,” indlela yeqonga:

  • [[UMTL: 0] Izinga lokugqibezela – Ukuba umsebenzisi ugqiba rhoqo uthotho lwentshukumo kodwa uthoba iqhekeza lobomi elibonisa emva kweziganeko ezibini, ideyitha igolitimethi yelimva.
  • Ukunqumama nokubuya umva kwemilinganiselo – Ukubukela Ngokuphindaphindiweyo umboniso ophawulekayo kwi Ubuxoki Bakho kuAprili uxelela inkqubo ukuba iingxelo zemvakalelo, umculo- ngxelo zesandi.
  • Isixhobo kunye nomongo wexesha - Anime ujongile kwisixhobo esihambayo ngexesha le-injini ingaxhomekeka kumboniso omfutshane, we-episodic, ngelixa iintlanganiso zasekhaya zemidlalo yemidlalo yeqonga zicebisa iifilimu zentelekelelo okanye ungcelele lwezikhundla zentelekelelo.
  • [[UMTL:0] Imibuzo yokukhangela kunye nentsebenziswano neenqwelo zokutsala ezinyusiweyo – nokuba isiqu asicofwanga, ukukhangela “i-ayimime" kucombulula ukuqonda kwenjongo yemodeli.
  • Iqela lengingqi kunye nenkcubeko - Abasebenzisi eBrazil bangadibanisa inkqubela-phambili Iceba elinye ngemibhobho yamaPhuthukezi, ukwenza imisebenzi engaphantsi kwenethi ephembelela abasebenzisi abatsha kummandla omnye.

Zonke ezi miqondiso zifakwa kwi-injini yobuqu yexesha evelisa inkangeleko etshintshayo yokunambitha. Okubalulekileyo, inkqubo ayichazi “i-amen” njengecandelo lohlobo lombane. Iyahlula i-mecha, isokai, i-josei, kunye nezifuno zovavanyo kanye njengokuba iza kwahluka ngokucacileyo njengokuba isebenza ngokuphandle kwintshukumo yodwa kwimifanekiso eshukumayo eyoyikisayo. Le rhalonomy izenza ukuba ubona ntoni kodwa kwakhona ungakuboni.

Intsingiselo: Ikrele elinomphetho ombini elibekwe kabini ukwenzela Uhlolo lwe Anime

Isithembiso se-Netflix sokwenza umntu abe luncedo luyekelela. Endaweni yokuqengqeleka kwithala leencwadi elinamandla, ufumana imikrozo efana nothi “Ngenxa yokuba ubukele Inqaku lokufa ” okanye “Dark Fantasy Anime." Oku kunciphisa isigqibo kwaye kukhokelela ababukeli kwizibizo abazinandipha ngokwenene. I-FLT i-livleania [ isenokuphenjelelwa [[[FLT:]] u-CHLD MBBAby, kwaye ukusuka apho, ukusuka kwilizwe lonke lwamagoga- .

Ngoko, indlela efanayo inokuba mfutshane nolundi. Imithetho-manani yenzelwe ukwandisa ukuganana , iminethi ejongiweyo, umrhumo oqhubekekayo (_rather kunendlela zobugcisa ezibanzi. Iziphumo zithanda ukuyidlala ikhuselekile. Ukuba i-data ibonisa ukuba umsebenzisi ubandaka kakhulu ngentshukumo- ekhanyisiweyo, iphepha lendlu linokuba lirhintyelo olungapheliyo lwemibhobho yebhanti, i-protagons, kwaye intlobo ezifanayo zobugcisa. Quirky, izihloko ezicothayo ezifana [[FLT: 0]] [fLT]] [f1] uthotho lwe-spoints eziding [FLT:]] okanye uvavanyo lwemicrolatius [FFFON]

Uphando olusuka ku [[FLT: 0] 2022 kuphando lwe-algorithic lubalaselisa ukuba ngelixesha iinkqubo ezinjalo zinyusa ulwaneliseko lwesibonisi sonke kwixesha elifutshane, zinganciphisa ulwahluka-hlukano lolwakhiwo oluchithwa kumsebenzisi ngamnye ngexesha elithile. Ukujongwa kutsho kukuthi iifeni zihlale zitshixwe kumgangatho omncinci osezantsi, ziphoswe kumgca omkhulu wenkcazelo.

Imikhwa Yokujonga: Ukusuka Kwisithuthi Ukuya Kwindawo Ephambili

Impembelelo ye-Netflix igqitha kude kude kutyelelo lwe-AI , i-it-shape ithengisela yonke. Xa i-algorith yeqonga ichonga umyingezo ophezulu ukusuka kwimifanekiso ejongwa phambi koshicilelo ukuya kwiimboniselo zomqhubi, ibangela intsebenziswano yetsheyina. Isihloko sinyuselwa kubasebenzisi abaninzi, sibangela ukuba kubekho uvutho-vutho, olubuyisela emva kwintembelo ye-algorith. Iziphumo ezifana [DEmon Slayer, sele ivenempakade enkulu eJapan, iphumele impumelelo yolawulo lwehlabathi ngokuba isixokelelwano sika-Netflix sibekwe ngokubalaseleyo phambi kwabasebenzisi ababonise umdla okhawulezayo kwisenzo-emetacity.

Oku kuthobe ngokunempumelelo isithintelo sokungena kwi-amime. Abaphulaphuli abatsha abafuni ulwazi lwangaphambili lwe studio, amaxesha, okanye imeko-bume yenkcubeko; i-Al isebenza njengesikhokelo esithuleyo. Umboniseli obenodaba olungaphambili kuphela ngu Studio Ghibli iifilimu angafumana ngesiquphe Ilizwi Elithuleyo[ inconyeze ukuba bangene, bajikele kwilizwe lonke lemidlalo edibeneyo. Ngoko ke, i-algorime iqhubela phambili ekuhlolweni kwe-adio, iguqula oko kwakusoloko kungumdlalo kwintloko kwizinto zokuzonwabisa zomhlaba wonke.

Kwanendlela abantu ababukela ngayo i-amime iyatshintsha. Ingcebiso ye-injini ibuyisela unyuso olunokuxelelwa. Isiphelo sento ebangela ukuvuka komzimba ngokuzenzekelayo kwisiganeko esilandelayo sithandwa yimodeli ezidityanisiweyo, ezinokukhuthaza istudio ukulungiselela ulwakhiwo kungxubeko oluthe lwamathe tye, i-Netflix-style. Ukudibanisa okuthe nkqo phakathi kolwazi kunye nokhetho lwemveliso sele kuyabonakala kwi-netflix efanayo ye-sclix. [[FLT: 0] Cyberlunk: i-Exrunners , apho imouse i-palve intle entle isebenzisa ingqiqo kwisimilo esifana ne-sfiem.

Impembelelo Kwindalo Neziko Leantimenti

Kwiikomiti zabadali kunye nemveliso, i-Netflix’s AI ayisangomandla angabonakaliyo. Ichaphazela ngqo iprojekthi efumana i-greenthi kwaye ziziphi imixholo yekhatagothi efumana irente entsha ebomini. Izigqibo zokunika izigqibo zixelwa ngolwazi oluninzi kwi-data efunekayo. Ungcelele oluqhelekileyo olufana uMonster lungabiza imali eninzi kwimvume, kodwa ukuba iimodeli ezixelwe kwangaphambili zibonisa ukusetyenziswa okunamandla komnqamlezo olunemincindiswano oluqhelekileyo, iplatform ingalusukela ngomsindo.

Imveliso yoqobo idityaniswe kakhulu ngengqiqo ye-algorith. I-netflix ingahlalutya amaqoqo elizwe lonke okunambitha indawo ezingaphantsi kwemibhobho. Inkampani yaphawula ukusetyenziswa kwemibhobho eninzi, iphikozo ngephupha lothando oluphuphayo ngeenkokeli ezinamandla zamabhinqa, ezifak'ifak' inegalelo ekukhanyiselweni kotshintsho olufana [[FLT: 0]] Izijungqu Ezininzi: I-Gride ye-ENFLD [[FLT:] . Ngoxa izigqibo zokudala ziselawula, icebo lokucebisa i-IIIa iprojectives i-eting liqinile. Oku kusenokuba ngamandla aluncedo, iprojectives ezinokulwa nolu ludwe kumabonwakude, kodwa kwakhona kunyusa inkxalabo malunga ne-data-FLD [FLD2]

Icebo lokucoca nokuTshaba

Igama elithi “iqam elisisinyusi” liqhele ukunxulunyaniswa ne-media yezentlalo, kodwa lisebenza ngqo ekuqukunjeni amaqonga. I-Netflix’s AI, ngokulungele ukugcinwa komntu ngamnye, ngokungazi, ingenza amagumbi eentloko yenkcubeko. Ukuba i-amime ilotshwa kakhulu yi-sterolm yebhetri, abanakudibana nomsebenzi wabaphathi abafana no-Masaaki Yua okanye ukuzola, ukubalisela ngebali elizolileyo [[FLT:] Natmume’s Book of Fries ngaphandle kokuba bazifunela ngokukhutheleyo.

Abahlalutyi abaphakathi kwe-amimipe baphikisa ngelithi oku kutshabalalisa ifuno elisetyenziswa ukuchaza i-fandom. Kwixesha elidlulileyo, abalandeli baza kukhubeka kwimixholo eyahlukeneyo ngegama-mouth, iikhasethi zepeyinti zempepho, okanye intembelo zemithendeleko. Ngoku, ukufunyanwa kuxhomekeke kwimodeli ejolisekileyo ecacileyo. Ithuba lento enzima okanye isiqu somgangatho esiqhawukayo lixhomekeke ekubeni i-algorith-o encomeka ngokwaneleyo, esoloko ifuna umqondiso obalulekileyo okanye ukungenelela komhleli okhoyo.

Ngaphezu koko, ukugxininisa ekugananeni ngokukhawuleza kungakuthintela ukuqhushumba ngokucothayo okuxhomekeke kwinkqubela-phambili yophawu kunye ne-atmosfera. I-algorith ingacinga ngokuphosakeleyo ukuba isantya sokuhlisa isantya emva kwesiganeko esinye sibonisa ubunjani obusezantsi, ukukhutshwa kwembonakalo yezimvo zexesha elizayo. Le ndawo inamandla inyanzelisa abadali ukuba baqhubele phambili umsebenzi okanye bajijeke, mhlawumbi bancame ubunzulu bengxelo ukuze baphile nge-algorithric.

Indlela Yokwahlukana Nemithetho Yomthetho Nokuhlola Umhlaba

Ukuqonda ikhethe lenkqubo encomelayo linyathelo lokuqala lokuyisebenzisa ngaphandle kokulawulwa yiyo. Kukho iindlela ezininzi eziluncedo ezinokusetyenziswa ngabalandeli abanesifo sokuqaqamba kwenyama ekuyisebenziseni ukunyusa ukujonga:

  • Sebenzisa i “Khayi kum” kunye nezixhobo zokulinganisa ngabom. Ukuthoba isiqu ngenxa yento enye, njengenkonzo yepetroli egqithisileyo, kunganceda ukuphinda usebenzise inkangeleko kwizinto ozithandayo. Ngokukhutheleyo ubonise ukuncoma nokuba azikho i gere yakho eqhelekileyo.
  • yenza iinkangeleko ezohlukeneyo zemo yemo yezulu eyahlukileyo. Enye inkangeleko yemecha yodidi kuphela, enye yezohlobo lwe-comecha, kunye neyesithathu yovavanyo lwemibhobho. Oku kubekwa kwekhompathimenti kuthintela ingcambu enye ekulawuleni ukufunjathiswa kwemali enconywayo.
  • sebenzisa inkqubo yekhowudi ye genucre. Amanani e-neflix afihliweyo e-genere", anokufumaneka ngokudlula kwidilesi yomkhangeli weweb yefolphe t, evumela ukufikelela ngqo kwimicro-cadings njenge “Anime Sci-Fi" (ikhowudi 2729) okanye “Isenzo se Anime” (2653), ugqitha imigca ye-algorithm.
  • [[FLT: 0] Ukunikezela ngojiko lwangaphandle. Amanxuwa afana UMALI-MATILAM, Anin, kwaye i podfixs kumavavazi amava anika abahlalutyi abanika iindlela zokufumana umntu ezicacisiweyo ezinokungahoywa yi- DAY. Uluhlu loluhlu lwe Netflix lwezamethi ngeminyaka kwi MYULT] uluhlu lweMALIF ukufumana i- ecacileyo i- slideyodwarvers.
  • [[FLT: 0] sula imbali yokujonga imbali ngokulandelelana.[[FLT: 1] inikeza ukhetho lokususa izihloko ezithile kwimbali yakho. Oku kungacwangcisa kwakhona amasebe athile oncomo kwaye kuvumele i genores elityelweyo ukuphinda libuyele kwakhona.

Ngokuthabatha indima ekhutheleyo ekulungiseni ugcino-lwazi olwamkelwayo yi-Al, abasebenzisi banokuguqula i-algorithm ukusuka kumgcini wesango ongqongqo babe ngumncedisi oluncedo ocebisa izibizo onokuzithanda ngokwenene ngoxa ushiya igumbi ukuze ukhenkethe.

Ikamva lokukhula kwe-AI-Driven

Njengokuba ubukrelekrele obungebobunyani butshintsha, iinkqubo ze-Netflix ezincomelayo ziza kutshintsha kakhulu. Inkqubela-phambili kumatshini ofunda i-millimetal ithetha i-algorithm yexesha elizayo ingahlalutya hayi nje imetal-metal kodwa eyona nto ibonakalayo nenesandi se-amime. Imodeli ingaqonda ukuba usabela ngokunamandla kulandelelana kolinganiso lwe-sakuga, ingqokelela yemibala ethile, okanye abadlali abathile belizwi / kwaye ifakela abo bakwizigqibo ngaphandle kokusebenzisa i-agingx.

Ukwenza i-Al kusenokukwenza ube nako ukwenziwa kulungiso lokwenene lokubona nganeno. Ungabona utyhilo olukhawulezayo olubonisa ixesha elikhawulezayo kuwe kunye nolo lwe-metacity komnye umntu, olungele ukhetho lwakho olune-inflix. i-Netflix sele izama ngemizobo yobuqu, yaye ulwimi lwe-amime oluchaza kakuhle kakhulu lwenza ibe yindlela efanelekileyo yokuvavanya ezo technome.

Kukho amandla okubona okuninzi kunye nolawulo lomsebenzisi. Njengoko uxinzelelo lomthetho lunyuka ukwenzela ukuphendulana, i-Netflix ingachaza iimpawu ezichaza isizathu sokuba uncomelo luvele ```Kungenxa yokuba unandipha isandi semvakalelo kwaye uhlanganisane Anohana. Oku kucacisa kunokubuyisela ezinye izibonelelo kumboniseli kwaye kunciphisa ukuva ukwenziwa kwento elungelelanisiweyo.

Ulwalamano oluphakathi kwe-aime fandom ne-Al asilo mdlalo we-zero-sum. Imithetho efanayo esongela ulundi olumxinwa yenza kube lula ukutshintsha kwe-webtoon yase Korea echukumisekayo okanye i-Argentina-iphembelela ukuthatha abaphulaphuli behlabathi lonke ngemini enye. Isitshixo sikwinkqubo yokwakha elungelelanisa ulwamkelo lobuqu nokhangelo, mhlawumbi ngokunikezela ukrozo olubhalwe ngokucacileyo “Iziphelo Ezikhoyo” okanye ukudibanisa imijelo yoluntu. De kube ngoko, isibukeli esinengqondo siza kuphatha iphepha elingasetyenziswa njengemenyu yokugqitywa kodwa njengeqabane lencoko eluncedo kodwa engazange igqibe.

Isiphelo

I-Netflix encomelayo ye-Ia i-injini egqunywe kabini yenkcubeko. Isuse imiqobo, yazisa izigidi zezigidi, yaguqula izibizo ezingacacanga zaba ziziganeko zehlabathi. Kodwa ubuchule bayo bokuzibophelela bungavala ababukeli kwimimandla yentuthuzelo esekelwe kwi-engile, ukufihla ubutyebi obupheleleyo be-aimaime egrafi. Impembelelo kwimveliso kunye ne-ibransi inzulu ngokulinganayo, ukumponxisa ulwazi lwe-drive, ukwenza isigqibo sendalo sibe zizicwangciso ezingcono nezimbi. Ukuqonda indlela inkqubo esebenzayo yokuhamba ngayo isebenza ngokuzinzonzo zobuqu ngaphandle kokuncama uvuyo olungalindelekanga. Ikamva lokubukela akuyiyo kodwa akuthethi ukulahla ukusetyenziswa kwesixhobo sokusebenzisa izibonelelo ezipheleleyo.