I-Raspberry Pi AI HAT+ 2: Le yinkonzo entsha ye-AI yasekuhlaleni ye-Raspberry Pi 5

Ukufika kwe I-Raspberry Pi AI HAT+ 2 Oku kuphawula inyathelo elitsha kwabo bafuna ukusebenza ngobukrelekrele bokwenziwa ngokuthe ngqo kwi I-Raspberry Pi 5 ngaphandle kokuxhomekeka ngokusisigxina kwilifu. Le bhodi yokwandisa yongeza i-neural accelerator ezinikeleyo kunye nememori yayo, ukuze uninzi lwenkqubo ye-AI isuswe kwi-CPU ephambili, okuvumela iiprojekthi ze-AI zokuvelisa kunye nembono yekhompyutha ezinomdla ngakumbi.

Ngexabiso elicetyiswayo elimalunga $130 (Ixabiso lokugqibela eSpain nakwamanye amazwe aseYurophu liya kwahluka ngokuxhomekeke kwirhafu kunye nemida yabasasazi abasemthethweni.) I-AI ​​HAT+ 2 izibeka njengokhetho olufikelelekayo ngaphakathi kwenkqubo ye-AI ehlanganisiweyo. Ayikhuphisani neeseva ezinkulu okanye ii-GPU ezizinikeleyo, kodwa inika ibhalansi enomdla phakathi kweendleko, ukusetyenziswa kwamandla, kunye nokusebenza. IoT, ukuzenzekela, imfundo, kunye neprototyping.

Yintoni iRaspberry Pi AI HAT+ 2 kwaye yahluke njani kwisizukulwana sokuqala?

I-Raspberry Pi AI HAT+ 2 yi- ipleyiti yolwandiso esemthethweni Yenzelwe iRaspberry Pi 5, iqhagamshela nge-interface ye-PCI Express edibeneyo yebhodi yomama kwaye ikwasebenzisa isixhumi se-GPIO ukuze ifakelwe. Yindlela ethe ngqo ye-AI HAT+ yokuqala, eyakhutshwa ngo-2024, eyayinikezelwa kwiindidi ngeendidi ezinee-accelerators. Hailo‑8L (13 TOPS) kunye neHailo‑8 (26 TOPS) kwaye wayegxile kakhulu kwimisebenzi yokujonga ikhompyutha.

Kwesi sizukulwana sesibini, iRaspberry Pi ibheja kwi Isikhawulezisi senethiwekhi ye-neural ye-Hailo-10H ehamba no I-8 GB yememori ye-LPDDR4X inikezelwe kwikhadi ngokwayo. Olu dibaniso lwenzelwe ukuxhasa umthwalo womsebenzi i-AI yokuvelisa emphethweni, njengeemodeli zolwimi ezihlangeneyo, iimodeli zolwimi olubonakalayo, kunye nezicelo ezininzi ezidibanisa umfanekiso kunye nombhalo.

Inyani yokubandakanya i-DRAM edibeneyo Oku kuthetha ukuba ukusebenzisa iimodeli ze-AI akudli ngqo imemori ephambili yeRaspberry Pi 5. Ibhodi yomama inokugxila kwi-application logic, i-user interface, uqhagamshelo, okanye indawo yokugcina, ngelixa i-NPU iphatha uninzi lweziphumo. Ngokwenyani, oku kunceda ukugcina inkqubo isebenziseka ngelixa iimodeli ze-AI zisebenza ngasemva.

Ngokutsho kukaRaspberry Pi ngokwakhe, utshintsho oluvela kwi-AI HAT+ yokuqala ukuya kolu hlobo lutsha luyinto phantse ibonakale Kwiiprojekthi ebezisebenzisa ii-accelerator zeHailo-8, ukuhlanganiswa nendawo yeekhamera zenkampani kunye ne-software stack kuyagcinwa, kuthintelwe ukubhalwa ngokutsha okukhulu.

Izixhobo, ukusebenza kunye nokusetyenziswa kwamandla: ukuya kuthi ga kwi-40 TOPS eneHailo-10H NPU

Intliziyo ye-AI HAT+ 2 yi IHailo-10HI-accelerator yenethiwekhi ye-neural ekhethekileyo eyenzelwe ukuqhuba ngokufanelekileyo iingqikelelo kwizixhobo ezinamandla aphantsi. URaspberry Pi kunye noHailo bathetha malunga I-40 TOPS yokusebenza (i-teraoperations ngomzuzwana), amanani afunyenwe ngokulinganisa kwi I-INT4 kunye ne-INT8, ixhaphake kakhulu xa iimodeli zibekwe emaphethelweni.

Enye yeengongoma eziphambili kukuba itshiphu inqunyelwe kumandla ajikeleze Ukusetyenziswa kwamandla kwe-3WOku kuvumela ukuba idityaniswe kwiindawo ezixineneyo kunye neeprojekthi ezidityanisiweyo ngaphandle kokunyusa kakhulu iimfuno zokupholisa okanye iindleko zombane, nto leyo ibalulekileyo kwizixhobo ezinokuba zisebenza iiyure ezingama-24 ngosuku, iintsuku ezisixhenxe ngeveki. Nangona kunjalo, olu thintelo luthetha ukuba isivuno esikhulu Ayizukuhlala ingcono kuneRaspberry Pi 5 ngokwayo xa iCPU kunye neGPU yayo zityhalelwa kwimida yazo kwimithwalo ethile yomthwalo elungiselelwe kakuhle.

Xa kuthelekiswa nomzekelo wangaphambili, ukutsiba kucacile: kususela kwi 13/26 TOPS ngeHailo‑8L/Hailo‑8 Ifikelela kwi-40 TOPS ngeHailo-10H, kwaye okokuqala, kongezwa i-8 GB yememori enikezelweyo. I-AI HAT+ yokuqala igqwesile kwimisebenzi efana nokufumanisa izinto, ukuqikelela ukuma, kunye nokwahlulahlula indawo; inguqulelo entsha igcina olu hlobo lwezicelo kodwa yandisa ukugxila kwayo kwi iimodeli zolwimi kunye nokusetyenziswa kweendlela ezininzi.

Nangona kunjalo, iRaspberry Pi ngokwayo icacisa ukuba, kwimisebenzi ethile yokubona, ukusebenza okusebenzayo kweHailo-10H kunokuba ifana ne-26 TOPS yeHailo-8, ngenxa yendlela umthwalo womsebenzi osasazwa ngayo kunye nomahluko woyilo. Uphuculo olukhulu, ngaphezu kwamandla okubona ikhompyutha eluhlaza, lukwiindlela ezivulekela ngayo i-LLM kunye neemodeli zokuvelisa zasekuhlaleni.

Ipleyiti iza ne i-heatsink ekhethiweyo kwi-NPU. Nangona ukusetyenziswa kwamandla kulinganiselwe, isincomo esiqhelekileyo kukuyifakela, ingakumbi ukuba uza kwenza imisebenzi ye-AI enzima ixesha elide okanye uvavanyo lokusebenza olunzima, ukuthintela itshiphu ekunciphiseni amaza ngenxa yobushushu.

Iimodeli zolwimi ezixhaswayo kunye nokusetyenziswa kwe-LLM yasekuhlaleni

Enye yezona zinto zibalaseleyo kwi-AI HAT+ 2 kukukwazi kwayo ukwenza sebenzisa iimodeli zolwimi kwindawo yakho kwiRaspberry Pi 5, ngaphandle kokuthumela idatha kwiiseva zangaphandle. Ngexesha lomboniso, iRaspberry Pi kunye neHailo baqaqambise uluhlu lweemodeli, kuquka Iiparameters eziyi-1.000 kunye ne-1.500 yezigidi njengendawo yokuqala.

Phakathi kwee-LLM ezihambelanayo ezinikezelwa xa kuqaliswa kukho I-DeepSeek‑R1‑Distill, i-Llama 3.2, i-Qwen2, i-Qwen2.5‑Instruct kunye ne-Qwen2.5‑CoderZiimodeli ezincinci, ezenzelwe imisebenzi efana nencoko esisiseko, ukubhala nokulungisa umbhalo, ukuvelisa ikhowudi, iinguqulelo ezilula, okanye iinkcazo zeziganeko ezivela kwimifanekiso kunye neengxelo zombhalo.

Uvavanyo lokuqala oluboniswe yinkampani luquka imizekelo ukuguqulelwa phakathi kweelwimi kunye neempendulo zemibuzo elula eziqhutywa ngokupheleleyo kwiRaspberry Pi 5 exhaswa yi-AI HAT+ 2, kunye nokubambezeleka okuphantsi kwaye ngaphandle kokuchaphazela kakhulu ukusetyenziswa kwenkqubo iyonke. Ukucubungula kwenziwa kwi-Hailo-10H coprocessor kwaye akufuneki kudityaniswe isixhobo kwilifu.

Kufuneka kucace gca ukuba esi sisombululo asijoliswanga kwiimodeli zemarike enkulu ezifana neenguqulelo ezipheleleyo ze I-ChatGPT, iClaude, okanye ii-LLM ezinkulu kwi-Metaubukhulu bayo bulinganiswa ngamakhulu eebhiliyoni okanye kwaneetriliyoni zeeparameter. Kwezo meko, ingxaki ayikokuphela kwamandla okusebenzisa ikhompyutha, kodwa ngaphezu kwako konke inkumbulo iyafuneka ukusingatha imodeli kunye neemeko zayo.

I-Raspberry Pi ngokwayo igxininisa ukuba abasebenzisi kufuneka bazi ukuba basebenza nayo iimodeli ezincinci eziqeqeshwe kwiiseti zedatha ezinqongopheleyoUkuze kulungiswe le meko, kugxilwe kakhulu kwiindlela ezifana I-LoRA (Uhlengahlengiso oluPhantsi)ezivumela iimodeli ukuba zilungelelaniswe kwiimeko ezithile zokusetyenziswa ngaphandle kwesidingo sokuziqeqesha ngokupheleleyo, zongeza iileya zokulungelelanisa ezilula phezu kwesiseko esikhoyo.

Imemori, imida kunye nokuthelekiswa ne-16GB Raspberry Pi 5

Ukubandakanywa I-8 GB ye-LPDDR4X RAM ezinikeleyo Le yenye yezona zinto zintsha ziphambili ze-AI HAT+ 2, kodwa ikwachaza ngokucacileyo iintlobo zeemodeli ezinokuqhutywa. Ii-LLM ezininzi eziphakathi, ingakumbi ukuba ufuna ukusingatha umxholo obanzi, zinokufuna okungaphezulu kunoko. I-10 GB yememoriNgoko ke, isixhobo sijoliswe kwiimodeli ezikhaphukhaphu okanye ezo zinefestile eziqinileyo.

Ukuba uyithelekisa ne I-Raspberry Pi 5 16GB Nokuba ingenayo i-HAT, iibhodi zomama ezinememori engaphezulu zisenenzuzo xa kulayishwa iimodeli ezinkulu ngqo kwi-RAM, ukuba inxalenye enkulu yaloo memori inikezelwe kuphela kwi-AI kwaye eminye imisebenzi iyancitshiswa. Kwimeko enjalo, i-CPU kunye ne-GPU ezidibeneyo zisingatha zonke izigqibo, nto leyo ebangela ukwanda komthwalo womsebenzi.

Isindululo se-AI HAT+ 2 sinengqondo ngakumbi xa ukhangela uxanduva olwahlukileyoVumela iHailo-10H NPU iphathe ubalo lwe-AI kwaye ikhulule iRaspberry Pi 5 ukuze igcine imeko-bume yedesktop elula, iinkonzo zewebhu, iidathabheyisi, oomatshini, okanye umaleko wokubonisa wesicelo.

Kwabo bafuna ukuba nayo kuphela umncedisi wasekuhlaleni Kulula kakhulu kwaye kukwazi ukuncokola, ukuguqulela imibhalo, okanye ukunceda ngemisebenzi emincinci yokuhlela ngaphandle kokuthumela idatha kubantu besithathu, ibhalansi yamandla, ukusetyenziswa, kunye neendleko ze-AI HAT+ 2 inokwanela. Nangona kunjalo, kwiiprojekthi ezifuna iimodeli ezinkulu okanye iimeko ezibanzi kakhulu, ukusebenzisa izixhobo ezinememori engaphezulu okanye iziseko zelifu kuya kuhlala kuluncedo ngakumbi.

Enye into ekufuneka iqwalaselwe kukuba, nangona i-8 GB ye-HAT inceda ukukhupha imemori, inguqulelo ye I-16 GB yeRaspberry Pi 5 Isebenza ngcono kunebhodi eyongeziweyo ngomthamo wayo wonke, ngoko ke kwezinye iindlela zokusebenza ezisebenzisa i-RAM eninzi olo qwalaselo luya kuqhubeka lukhethwa.

Umbono wekhompyutha kunye nokusetyenziswa kwemodeli ngaxeshanye

I-AI HAT+ 2 ayilahli uphawu olwenze isizukulwana sokuqala sathandwa: usetyenziso lombono wekhompyuthaIHailo-10H inako ukusebenzisa iimodeli zokufumanisa nokulandelela izinto, uqikelelo lwesimo somntu, okanye ukwahlulwahlulwa kwendawo kunye nokusebenza, okusebenzayo, okuhlala kuhambelana noko iHailo-8 ikunikayo kwi-26 TOPS.

I-Raspberry Pi ibonisa ukuba ibhodi entsha inako sebenzisa ngaxeshanye iimodeli zombono kunye nolwimiOku kuyenza ibe nomtsalane kwiiprojekthi apho ikhamera kunye nokucubungula umbhalo kufuneka kusebenze kunye. Umzekelo, iinkqubo zokujonga ezihlela iziganeko kwaye zivelise iinkcazo, iikhamera ezikrelekrele ezichaza okwenzekayo kwindawo ethile, okanye izixhobo ezidibanisa ukubonwa ngamehlo kunye nokuveliswa kweengxelo.

Kwiimeko ezithile, kukhankanywa iimodeli zeentsapho. I-YOLO Ukufunyanwa kwezinto ngexesha langempela, kunye namazinga okuhlaziya anokufikelela kwiifreyimu ezingama-30 ngomzuzwana kuxhomekeke kwisisombululo kunye nobunzima bemodeli. Ingcinga kukuba i-NPU iya kujongana nalo msebenzi ngelixa iRaspberry Pi 5 ilawula indawo yokugcina, inethiwekhi, izaziso, kunye nomboniso.

Inkqubo yesoftware ejikeleze i-AI kwiRaspberry Pi isakhula. Nangona ingqokelela ye imizekelo, izakhelo kunye nezixhobo Kuzo zombini iRaspberry Pi kunye neHailo, ukwenziwa kweemodeli ezininzi ngaxeshanye (umbono, ulwimi, iindlela ezininzi) kuyaqhubeka nokuba yintsimi eguqukayo kwaye kunokufuna ukulungiswa kakuhle kwiprojekthi nganye.

Nokuba kunjalo, ukuhlanganiswa isitaki sekhamera esisemthethweni seRaspberry Pi Oku kwenza ubomi bube lula kwabo sele besebenza ngeemodyuli zekhamera zolu phawu. I-AI HAT+ 2 idibana ngqo naloo ndawo, ngoko ke iiprojekthi ezininzi zombono ezikhoyo zinokufudukela kwibhodi entsha ngotshintsho oluncinci.

Amatyala okusetyenziswa eSpain naseYurophu: ishishini, i-IoT kunye neeprojekthi zemfundo

Indibaniselwano yokusetyenziswa kwamandla aphantsi, ubungakanani obuncinci kunye ukucutshungulwa kwe-AI yendawo Oku kuhambelana kakuhle neendlela zokwenziwa kwedijithali ezisetyenziswa eSpain nakwamanye amazwe aseYurophu. Kumacandelo emizi-mveliso apho ukufikelela kwilifu okuzinzileyo kungasoloko kuqinisekiswa okanye apho kukho iimfuno ezingqongqo zobumfihlo, isisombululo solu hlobo sinokuba nomtsalane ngakumbi.

Phakathi kwamagama asetyenziswa rhoqo kumaxwebhu asemthethweni kukho iiprojekthi ze ukwenziwa kwezinto ngokuzenzekelayo kwimizi-mveliso, ulawulo lwenkqubo kunye nolawulo lweziboneleloIinkqubo zokuhlola ezibonakalayo kwimigca yemveliso, ukufunyanwa kwezinto ezingaqhelekanga ngexesha langempela, ulawulo lokufikelela, okanye ukubala abantu kwizakhiwo yimizekelo apho indibaniselwano yombono kunye neemodeli zolwimi olukhaphukhaphu zinokongeza ixabiso ngaphandle kwesidingo sokusasaza iziseko zophuhliso ze-AI ezibiza kakhulu.

Kwintsimi ye Ikhaya kunye neshishini IoTI-AI HAT+ 2 ingasebenza njengesiseko sabancedisi basekuhlaleni abasebenzisa iRaspberry Pi 5, iideshibhodi ezitolika idatha yesensa, iikhamera ezichaza izigcawu, okanye izixhobo ezihlalutya ividiyo ngaphandle kokulayisha imifanekiso kwiiseva zangaphandle. Le ndlela inceda ukuthobela imigaqo yokukhusela idatha engqongqo kwiManyano yaseYurophu.

Isenokuba sisixhobo esinomdla njenge ikhithi yophuhliso Kwiinkampani zaseYurophu kunye neenkampani ezintsha ezicinga ngokuhlanganisa itshiphu yeHailo-10H kwiimveliso zokugqibela. Ukuvavanya ukusebenza kunye nozinzo kwiRaspberry Pi kuvumela ukuqinisekisa iingcamango ngaphambi kokutyala imali kuyilo lwehadiwe olulungiselelwe wena.

Kwicandelo lemfundo, amaziko oqeqesho lomsebenzi, iiyunivesithi, kunye nee-academies ezikhethekileyo eSpain zinokusebenzisa i-AI HAT+ 2 njengeqonga lokuziqhelanisa, nto leyo eza kwenza ukuba I-AI efakiweyo kunye ne-AI yokuvelisa kubafundi abasebenzisa izixhobo ezifikelelekayo nezingabizi kakhulu xa kuthelekiswa nezinye iinkqubo ezibiza kakhulu.

Iprofayili yomsebenzisi kunye nohlobo lweeprojekthi ekujoliswe kuzo

I-Raspberry Pi AI HAT+ 2 ijolise kwiiprofayili ezahlukeneyo. Kwelinye icala, uluntu olubanzi lwe abenzi kunye nabathandi abasele besebenzisa iRaspberry Pi 5 kwaye bafuna ukufaka i-AI evelisayo okanye umbono ophucukileyo kwiiprojekthi zabo ngaphandle kokuthatha inyathelo lokufumana ii-workstations ezinee-GPU ezizinikeleyo okanye ukuxhomekeka ngokupheleleyo kwiinkonzo zelifu.

Kwelinye icala, uzama ukuhenda abaphuhlisi abaziingcali kunye neenkampani ezintsha ezifuna iqonga lokuvavanya i-AI efakwe ngaphakathi. Xa kuthelekiswa nezisombululo ezineeGPU okanye ii-NPU ezidityaniswe kwiiPC zoshishino, le bhodi inika i-compact form factor, ukusetyenziswa kwamandla okuphantsi kakhulu, kunye neendleko eziphantsi iyonke, nangona ine-optim ephantsi yokusebenza kuneeplatform ezibiza kakhulu.

Kwabo sele benamava nge-AI HAT+ yokuqala, utshintsho lubonakala lulula: ukuhlanganiswa nesoftware ekhoyo Kwaye i-camera stack yenziwe ngononophelo ukunciphisa utshintsho olufunekayo. Oku kubalulekile kwiiprojekthi esele ziqhubeka ezifuna ukusebenzisa ithuba lokunyuka kokusebenza ngaphandle kokubhala yonke into ngokutsha.

Kwelinye icala, abasebenzisi abafuna ukusebenzisa iimodeli zolwimi kuphela apha ekuhlaleni nge-memory margin ephezulu kangangoko basenokufumana i- I-Raspberry Pi 5 16GB Ngaphandle kwe-HAT, kucingelwa ukuba i-CPU kunye ne-GPU ezidibeneyo ziya kujongana nazo zonke iingcamango kwaye ukusetyenziswa kwamandla kuya kuba phezulu kancinci.

Ngamafutshane, isixhobo sibonakala ngathi sivelisa indawo ethile njengesisombululo esiphakathi: sinamandla kwaye siguquguquka kuneRaspberry Pi 5 esebenza yodwa kwimisebenzi ethile ye-AI, kodwa kude nokusebenza kweeseva okanye ii-GPU ezizinikeleyo, kwaye sigxile kwi ukusetyenziswa kwamandla aphantsi, ubumfihlo kunye nokunciphisa iindleko.

Ukuhlanganiswa kwesoftware yeHailo, izixhobo, kunye nenkxaso

Ngokwembono yesoftware, iRaspberry Pi ijonge ukwenza lula inkqubo yokuseta kangangoko kunokwenzeka. I-AI HAT+ 2 iqhagamshela nge Ujongano lwe-PCIe yeRaspberry Pi 5 kwaye yamkelwe ngokwendalo yinkqubo yokusebenza esemthethweni, ivumela usetyenziso lwe-AI ukuba lusebenze ngaphandle kwamanyathelo okuseta anzima kakhulu kwabo sele beqhelene nokusingqongileyo.

IHailo inika abasebenzisi i- indawo yokugcina izinto kwiGitHub nakwiNdawo yoPhuhliso Iquka imizekelo yekhowudi, iimodeli ezilungiselelwe kwangaphambili, ii-tutorials, kunye nee-frameworks ezenzelwe zombini i-AI yokuvelisa kunye nombono wekhompyutha. Ikwabandakanya izixhobo zokulawula ubungakanani, ukulayisha iimodeli zomntu wesithathu, kunye nokwenza ngcono imisebenzi ethile.

Ekuqalisweni kwayo, inkampani ifumene iindlela ezininzi Iimodeli zolwimi ezilungele ukufakwangesithembiso sokwandisa ikhathalogu ngeendidi ezinkulu okanye ezo zilungelelaniswe kwiimeko ezithile zokusetyenziswa. Ngaphezu koko, ikhuthaza ukusetyenziswa kweendlela ezifana neLoRa ukulungisa iimodeli ngokweemfuno zeprojekthi nganye ngaphandle kokubaqeqesha ukususela ekuqaleni kwiiseti zedatha ezinkulu.

Njengoko kusoloko kunjalo ngezi ntlobo zezisombululo, amava okwenyani aya kuxhomekeka inqanaba lokuvuthwa kwenkqubo yesoftwareAbanye abahlalutyi bathi kusekho indawo yokuphucula izixhobo, uzinzo, kunye nenkxaso yokwenziwa ngaxeshanye kweemodeli ezininzi, kodwa umkhwa kwinkqubo ye-Raspberry Pi usiya ekudibaneni okuphucukileyo ngakumbi.

Nokuba kunjalo, ukuphuhlisa iiprojekthi eSpain okanye kwamanye amazwe aseYurophu, ukuba namaxwebhu asemthethweni, imizekelo esebenzayo kunye noluntu olusebenzayo kunciphisa kakhulu umqobo wokungena ekuzameni i-AI efakiweyo nevelisayo kwizixhobo ezingabizi kakhulu.

Ixabiso, ukufumaneka kunye neempawu ezisebenzayo eSpain naseYurophu

I-Raspberry Pi AI HAT+ 2 iqalisiwe ngexabiso eliyireferensi ye $130ESpain nakwamanye amazwe aseYurophu, isixa sokugqibela siya kuxhomekeka kwi izinga lokutshintshiselana, irhafu, kunye nomgaqo-nkqubo womsasazi ngamnyeNgoko ke, kulindeleke ukuba kubekho umahluko omncinci phakathi kweevenkile namazwe.

Ibhodi yomama iyahambelana nayo yonke imigca ye I-Raspberry Pi 5Ukususela kwiimodeli ezine-1GB ye-RAM ukuya kwiinguqulelo ezine-16GB, iRaspberry Pi ehambelanayo ifakwe kusetyenziswa ifomathi ye-HAT eqhelekileyo: ingena ebhodini kwaye iqhagamshela nge-header ye-GPIO kunye ne-interface ye-PCIe. Iimodeli zangaphambili zeRaspberry Pi ezingenayo le interface ke ngoko azifakwanga kuluhlu lokuhambelana.

Kwinqanaba lokuqala emva kwesi sibhengezo, abanye abasasazi abaziingcali baxele ukuba Isitokhwe esincinciOku kuqhelekile ngoku xa kukhutshwa izixhobo zeRaspberry Pi ezisemthethweni. Abo bafuna ukufumana iyunithi kwixesha elifutshane kuya kufuneka bahlale bejonge ukufumaneka kwabasasazi abagunyazisiweyo baseYurophu kunye noluhlu lokulinda olunokubakho.

Ukongeza kwi-hardware, ukuthengwa kuquka ukufikelela kumaxwebhu obuchwephesha kunye nezixhobo zesoftware zeRaspberry Pi kunye neHailo, kubandakanya imizekelo yeGitHub, izikhokelo zenyathelo ngenyathelo, kunye nezixhobo zabo batsha kwi-AI efakiweyo. Oku kwenza kube lula kubasebenzisi ngabanye kunye namashishini amancinci ukuqala ukuzama ngaphandle kokufuna ukutyala imali kwizixhobo ezongezelelweyo zophuhliso.

Kwimeko yaseYurophu, apho ubumfihlo bedatha Njengoko ukusebenza kakuhle kwamandla kuya kuba yinto ebalulekileyo, i-AI HAT+ 2 iboniswa njengesiqwenga esivumela cwangcisa ulwazi oluyimfihlo kwindawo yakho ukunciphisa ukuxhomekeka kumaziko edatha akude, okunokuba nomtsalane kulawulo, ii-SME kunye nabaphuhlisi abazimeleyo abafuna izisombululo ze-AI ezilawulwa ngakumbi.

I-Raspberry Pi AI HAT+ 2 izibeka njengesisombululo esiphakathi phakathi kweeseva zelifu kunye nee-AI ezinkulu: inika indlela efikelelekayo yokudibanisa umbono wekhompyutha kunye neemodeli zolwimi olukhaphukhaphu kwisixhobo esinye, ukugcina ukusetyenziswa kwamandla kuphantsi kwaye kuhlonitshwa ubumfihlo, kodwa kufuna ukuba iiprojekthi ziyilwe. ngaphakathi kwemida yamandla kunye nenkumbulo eqhelekileyo yezixhobo zekhompyutha ezenzelwe ukusetyenziswa kwamandla aphantsi kunye nexabiso eliphantsi.

Inqaku elinxulumene nalo:

Ikhamera ye-Xiaomi Smart 3 3K: ikhamera entsha yokujonga ye-3K ejolise ekunqobeni ikhaya elixhunyiweyo

UAlberto Navarro

Ndingumntu othanda itekhnoloji ojike umdla wakhe we "geek" waba ngumsebenzi. Ndichithe ngaphezulu kweminyaka eli-10 yobomi bam ndisebenzisa itekhnoloji yokusika kwaye ndikhenkceza ngazo zonke iintlobo zeenkqubo ngenxa yokufuna ukwazi okumsulwa. Ngoku ndiqeqeshelwe ubugcisa bekhompyutha nakwimidlalo yevidiyo. Oku kungenxa yokuba ngaphezu kweminyaka emi-5 ndibhalela iiwebhusayithi ezahlukeneyo kwitekhnoloji kunye nemidlalo yevidiyo, ndisenza amanqaku afuna ukukunika ulwazi oludingayo ngolwimi oluqondakalayo kuye wonke umntu.

Ukuba unayo nayiphi na imibuzo, ulwazi lwam lusuka kuyo yonke into enxulumene nenkqubo yokusebenza yeWindows kunye ne-Android yeefowuni eziphathwayo. Kwaye ukuzinikela kwam kukuwe, ndihlala ndikulungele ukuchitha imizuzu embalwa kwaye ndikuncede usombulule nayiphi na imibuzo onokuba nayo kweli lizwe le-intanethi.