I-Raspberry Pi AI HAT+ 2: Lena yi-AI entsha yendawo enikezwa yi-Raspberry Pi 5

Ukufika kwe Isigqoko se-Raspberry Pi AI+ 2 Lokhu kuphawula isinyathelo esisha kulabo abafuna ukusebenza ngobuhlakani bokwenziwa ngqo ku- I-Raspberry Pi 5 ngaphandle kokuthembela unomphela efwini. Leli bhodi lokunweba lengeza i-neurological accelerator ezinikele kanye nenkumbulo yalo, ukuze ingxenye enkulu yokucubungula i-AI isuswe ku-CPU eyinhloko, okuvumela amaphrojekthi e-AI akhiqizayo kanye nokubona kwekhompyutha anesifiso esikhulu.

Ngentengo enconywayo cishe $130 (Intengo yokugcina eSpain nakwamanye amazwe aseYurophu izohluka kuye ngentela kanye nemingcele yabasabalalisi abasemthethweni.) I-AI ​​HAT+ 2 izibeka njengenketho engabizi kakhulu ngaphakathi kwe-ecosystem ye-AI ehlanganisiwe. Ayincintisani namaseva amakhulu noma ama-GPU azinikele, kodwa inikeza ibhalansi ethakazelisayo phakathi kwezindleko, ukusetshenziswa kwamandla, kanye nokusebenza. IoT, ukuzenzekela, imfundo, kanye ne-prototyping.

Iyini i-Raspberry Pi AI HAT+ 2 futhi ihluke kanjani kweyesizukulwane sokuqala?

I-Raspberry Pi AI HAT+ 2 iyi- ipuleti lokunweba elisemthethweni Yakhelwe i-Raspberry Pi 5, ixhuma nge-interface ehlanganisiwe ye-PCI Express yebhodi lomama futhi isebenzisa nesixhumi se-GPIO ukuze ifake. Ilandela ngqo i-AI HAT+ yokuqala, eyakhishwa ngo-2024, eyayinikezwa ngezinhlobo ezinezisheshi. I-Hailo‑8L (13 TOPS) kanye ne-Hailo‑8 (26 TOPS) futhi wayegxile kakhulu emisebenzini yokubona ngekhompyutha.

Kulesi sizukulwane sesibili, i-Raspberry Pi ibheja ku- Isisheshisi senethiwekhi ye-neural ye-Hailo-10H kuphelezelwa ngu Imemori ye-LPDDR4X engu-8 GB ekhadini ngokwalo. Le nhlanganisela yenzelwe ukusekela umthwalo wemisebenzi i-AI ekhiqizayo emaphethelweni, njengamamodeli olimi oluhlangene, amamodeli olimi olubonayo, kanye nezinhlelo zokusebenza eziningi ezihlanganisa isithombe nombhalo.

Iqiniso lokufaka i-DRAM ehlanganisiwe Lokhu kusho ukuthi ukusebenzisa amamodeli e-AI akudli ngqo inkumbulo eyinhloko ye-Raspberry Pi 5. Ibhodi lomama lingagxila ku-logic yohlelo lokusebenza, isikhombimsebenzisi somsebenzisi, ukuxhumana, noma isitoreji, kuyilapho i-NPU isingatha ingxenye enkulu yesinqumo. Empeleni, lokhu kusiza ukugcina uhlelo lusebenza ngenkathi amamodeli e-AI esebenza ngemuva.

Ngokusho kukaRaspberry Pi uqobo, ukuguquka kusuka ku-AI HAT+ yokuqala kuya kule modeli entsha kuyinto okusobala cishe Kumaphrojekthi asevele esebenzisa izisheshisi ze-Hailo-8, ukuhlanganiswa nendawo yekhamera yenkampani kanye ne-software stack kuyagcinwa, kugwema ukubhalwa kabusha okukhulu.

Ihadiwe, ukusebenza kanye nokusetshenziswa kwamandla: kufika ku-40 TOPS nge-Hailo-10H NPU

Inhliziyo ye-AI HAT+ 2 yi I-Hailo-10HI-accelerator yenethiwekhi ye-neural ekhethekile eyenzelwe ukusebenzisa kahle iziphetho kumadivayisi anamandla aphansi. URaspberry Pi noHailo bakhuluma ngokufika ku- Ama-top angu-40 okusebenza (izibalo ze-teraoperations ngomzuzwana), izibalo ezitholwe nge-quantization ku I-INT4 kanye ne-INT8, kuvame kakhulu uma amamodeli esetshenziswa emaphethelweni.

Elinye lamaphuzu abalulekile ukuthi i-chip inqunyelwe emandleni azungeze Ukusetshenziswa kwamandla angu-3WLokhu kuvumela ukuthi ihlanganiswe nezindawo ezivalekile ezincane kanye namaphrojekthi ahlanganisiwe ngaphandle kokukhulisa kakhulu izidingo zokupholisa noma izikweletu zikagesi, okubalulekile kumadivayisi angase asebenze amahora angama-24 ngosuku, izinsuku eziyi-7 ngesonto. Kodwa-ke, lo mkhawulo usho ukuthi isivuno esikhulu Ngeke kube ngcono ngaso sonke isikhathi kunalokho i-Raspberry Pi 5 ngokwayo engakunikeza lapho i-CPU yayo ne-GPU zicindezelwa emikhawulweni yazo kwezinye imithwalo yemisebenzi eyenziwe kahle kakhulu.

Uma kuqhathaniswa nomodeli wangaphambilini, igxathu licacile: liqala ku- 13/26 OKUPHEZULU nge-Hailo‑8L/Hailo‑8 Ifinyelela ama-TOPS angu-40 nge-Hailo-10H, futhi okokuqala ngqa, kufakwe imemori engu-8 GB ezinikele ebhodini. I-AI HAT+ yokuqala iphumelele emisebenzini efana nokutholwa kwezinto, ukulinganisa ukuma, kanye nokuhlukaniswa kwezigcawu; inguqulo entsha igcina lezi zinhlobo zezinhlelo zokusebenza kodwa yandisa ukugxila kwayo ku- amamodeli olimi kanye nokusetshenziswa kwezindlela eziningi.

Noma kunjalo, i-Raspberry Pi ngokwayo icacisa ukuthi, emisebenzini ethile yokubona, ukusebenza okusebenzayo kwe-Hailo-10H kungaba kufana ne-26 TOPS ye-Hailo-8, ngenxa yendlela umthwalo womsebenzi osakazwa ngayo kanye nomehluko wezakhiwo. Intuthuko enkulu, ngaphezu kwamandla okubona amakhompyutha angavuthiwe, itholakala emathubeni evula amamodeli e-LLM kanye nawasekhaya akhiqizayo.

Ipuleti liza ne- i-heatsink ongayikhetha ye-NPU. Nakuba ukusetshenziswa kwamandla kulinganiselwe, isincomo esivamile ukuthi uyifake, ikakhulukazi uma uzoqhuba imisebenzi ye-AI enzima isikhathi eside noma ukuhlolwa kokusebenza okunzima, ukuvimbela i-chip ekunciphiseni imvamisa ngenxa yokushisa.

Amamodeli olimi asekelwayo kanye nokusetshenziswa kwe-LLM yendawo

Esinye sezici ezihlaba umxhwele kakhulu ze-AI HAT+ 2 yikhono layo lokwenza kanjalo. sebenzisa amamodeli olimi endaweni ku-Raspberry Pi 5, ngaphandle kokuthumela idatha kumaseva angaphandle. Ngesikhathi sokwethula, i-Raspberry Pi ne-Hailo bagqamise izinhlobo ezahlukene zamamodeli, okuhlanganisa Amapharamitha ayizigidi eziyi-1.000 kanye neziyi-1.500 njengendawo yokuqala.

Phakathi kwama-LLM ahambisanayo anikezwa ngesikhathi sokuqaliswa kukhona I-DeepSeek‑R1‑Distill, i-Llama 3.2, i-Qwen2, i-Qwen2.5‑Instruct kanye ne-Qwen2.5‑CoderZiyimodeli ezincane kakhulu, ezenzelwe imisebenzi efana nengxoxo eyisisekelo, ukubhala nokulungisa umbhalo, ukukhiqiza ikhodi, ukuhumusha okulula, noma izincazelo zesimo ezivela esithombeni kanye nokufakwa kombhalo.

Ukuhlolwa kokuqala okuboniswe yinkampani kufaka phakathi izibonelo ze ukuhumusha phakathi kwezilimi kanye nezimpendulo zemibuzo elula ezisetshenziswa ngokuphelele ku-Raspberry Pi 5 esekelwa yi-AI ​​HAT+ 2, ngokubambezeleka okuphansi futhi ngaphandle kokuthinta kakhulu ukusetshenziswa kwesistimu iyonke. Ukucubungula kwenziwa ku-Hailo-10H coprocessor futhi akudingi ukuxhuma idivayisi efwini.

Kufanele kucace ukuthi lesi sixazululo asihloselwe amamodeli emakethe enkulu njengezinguqulo ezigcwele ze- I-ChatGPT, i-Claude, noma ama-LLM amakhulu kwa-Metaosayizi babo balinganiswa ngamapharamitha angamakhulu ezigidigidi noma ngisho nezigidigidi. Kulezo zimo, inkinga akuyona nje amandla okusebenzisa ikhompyutha, kodwa ngaphezu kwakho konke inkumbulo iyadingeka ukusingatha imodeli kanye nezimo zayo.

I-Raspberry Pi ngokwayo igcizelela ukuthi abasebenzisi kufanele bazi ukuthi basebenza nayo amamodeli amancane aqeqeshwe kumasethi edatha alinganiselwe kakhuluUkuze kulungiswe lo mkhawulo, kugxilwe kakhulu kumasu anjengokuthi I-LoRA (Ukuguqulwa Kwezinga Eliphansi)okuvumela amamodeli ukuthi alungiswe ukuze ahambisane nezimo ezithile zokusetshenziswa ngaphandle kwesidingo sokuwaqeqesha kabusha ngokuphelele, enezela izendlalelo zokuzivumelanisa nezimo ezilula phezu kwesisekelo esikhona.

Imemori, ukulinganiselwa kanye nokuqhathaniswa ne-16GB Raspberry Pi 5

Ukufakwa kwe I-8 GB ye-LPDDR4X RAM ezinikele Lesi ngesinye sezici ezintsha ezinkulu ze-AI HAT+ 2, kodwa futhi sichaza ngokucacile izinhlobo zamamodeli angasetshenziswa. Ama-LLM amaningi alinganiselwe ngobukhulu obuphakathi, ikakhulukazi uma ufuna ukusingatha umongo obanzi, angadinga kalula okungaphezu kwalokho. I-10 GB yememoriNgakho-ke, isesekeli sihloselwe amamodeli alula noma lawo anamafasitela aqinile.

Uma uyiqhathanisa ne- I-Raspberry Pi 5 16GB Ngisho noma ingenayo i-HAT, amabhodi omama anememori eningi asenenzuzo lapho kulayishwa amamodeli amakhulu ngqo ku-RAM, uma nje ingxenye enkulu yaleyo memori inikezelwe kuphela ku-AI futhi eminye imisebenzi incishiswa. Kuleso simo, i-CPU ehlanganisiwe ne-GPU zisingatha konke ukuqagela, okuholela ekwandeni komsebenzi.

Isiphakamiso se-AI HAT+ 2 sinengqondo kakhulu uma usifuna imithwalo yemfanelo ehlukeneVumela i-Hailo-10H NPU iphathe izibalo ze-AI futhi ikhulule i-Raspberry Pi 5 ukuze ilondoloze indawo yedeskithophu elula, izinsizakalo zewebhu, izizindalwazi, okuzenzakalelayo, noma ungqimba lokwethula lohlelo lokusebenza.

Kulabo abafuna ukuba nayo kuphela umsizi wendawo Njengoba kulula kakhulu futhi kukwazi ukuxoxa, ukuhumusha imibhalo, noma ukusiza ngemisebenzi emincane yokuhlela ngaphandle kokuthumela idatha kubantu besithathu, ibhalansi yamandla, ukusetshenziswa, kanye nezindleko ze-AI HAT+ 2 ingase ibe eyanele. Kodwa-ke, kumaphrojekthi adinga amamodeli amakhulu noma izimo ezibanzi kakhulu, ukusebenzisa amadivayisi anenkumbulo eyengeziwe noma ingqalasizinda yamafu kuzohlala kuwusizo kakhulu.

Elinye iphuzu okufanele licatshangelwe ukuthi, nakuba i-8 GB ye-HAT isiza ukulayisha imemori, inguqulo ye I-16 GB ye-Raspberry Pi 5 Isebenza kahle kakhulu kunebhodi yokufaka ngomthamo ophelele, ngakho-ke kwezinye izindlela zokusebenza ezisebenzisa i-RAM kakhulu lokho kucushwa kuzoqhubeka kungcono.

Umbono wekhompyutha kanye nokusebenza kwemodeli ngasikhathi sinye

I-AI HAT+ 2 ayilahli isici esenza isizukulwane sokuqala sathandwa: i izinhlelo zokusebenza zokubona ngekhompyuthaI-Hailo-10H iyakwazi ukusebenzisa amamodeli okuthola izinto nokulandelela, ukulinganisa ukuma komuntu, noma ukuhlukaniswa kwezigcawu ngokusebenza, empeleni, okuhlala kuhambisana nalokho okunikezwa yi-Hailo-8 ku-26 TOPS.

I-Raspberry Pi ikhombisa ukuthi ibhodi elisha lingakwazi sebenzisa ngasikhathi sinye amamodeli ombono nolimiLokhu kwenza kube kuhle kumaphrojekthi lapho ukucubungula ikhamera nombhalo kudingeka kusebenze ndawonye. Isibonelo, izinhlelo zokuqapha ezihlukanisa imicimbi futhi zikhiqize izincazelo, amakhamera ahlakaniphile achaza okwenzekayo endaweni yesehlakalo, noma amadivayisi ahlanganisa ukubonwa kokubona nokukhiqiza imibiko.

Ezimweni ezithile, kukhulunywa ngamamodeli omndeni. I-YOLO Ukutholwa kwezinto ngesikhathi sangempela, ngamazinga okuvuselela angafinyelela cishe ozimele abangu-30 ngomzuzwana kuye ngesisombululo kanye nobunzima bemodeli. Umqondo uwukuthi i-NPU izosingatha lo msebenzi kuyilapho i-Raspberry Pi 5 iphatha isitoreji, inethiwekhi, izaziso, kanye nokubonisa.

Uhlelo lwesofthiwe oluzungeze i-AI ku-Raspberry Pi lusakhula. Nakuba iqoqo le- izibonelo, izinhlaka namathuluzi Kubo bobabili i-Raspberry Pi ne-Hailo, ukwenziwa okufanayo kwamamodeli amaningi (umbono, ulimi, i-multimodal) kuyaqhubeka nokuba yinsimu eshintshayo futhi kungadinga ukulungiswa kahle kuphrojekthi ngayinye.

Kunoma ikuphi, ukuhlanganiswa ne isitaki sekhamera esisemthethweni se-Raspberry Pi Lokhu kwenza impilo ibe lula kulabo asebevele besebenza ngamamojula ekhamera yomkhiqizo. I-AI HAT+ 2 ihlangana ngqo naleyo ndawo, ngakho-ke amaphrojekthi amaningi ombono akhona angathuthela ebhodini elisha ngezinguquko ezincane kakhulu.

Amacala okusetshenziswa eSpain naseYurophu: imboni, i-IoT kanye namaphrojekthi ezemfundo

Inhlanganisela yokusetshenziswa kwamandla okuphansi, usayizi omncane kanye ukucutshungulwa kwe-AI yendawo Lokhu kuhambisana kahle nemikhuba yokwenziwa kwedijithali esetshenziswa eSpain nakwamanye amazwe aseYurophu. Emikhakheni yezimboni lapho ukufinyelela okuzinzile kwamafu kungaqinisekiswa khona njalo noma lapho kunezidingo eziqinile zobumfihlo, ikhambi lalolu hlobo lingakhanga kakhulu.

Phakathi kwamagama asetshenziswa kakhulu kumadokhumenti asemthethweni kukhona amaphrojekthi e- ukuzenzekela kwezimboni, ukulawulwa kwezinqubo kanye nokuphathwa kwezikhungoIzinhlelo zokuhlola okubonakalayo emigqeni yokukhiqiza, ukutholwa kwe-anomaly ngesikhathi sangempela, ukulawula ukufinyelela, noma ukubala abantu ezakhiweni kuyizibonelo lapho inhlanganisela yombono namamodeli olimi olula ingangeza khona inani ngaphandle kwesidingo sokufaka ingqalasizinda ye-AI ebiza kakhulu.

Emkhakheni we- I-IoT yasekhaya neyebhizinisiI-AI ​​HAT+ 2 ingasebenza njengesisekelo sabasizi bendawo abasebenzisa i-Raspberry Pi 5, amadeshibhodi ahumusha idatha yezinzwa, amakhamera achaza izigcawu, noma amadivayisi ahlaziya ividiyo ngaphandle kokulayisha izithombe kumaseva angaphandle. Le ndlela isiza ukuhambisana nemithethonqubo yokuvikela idatha eqinile e-European Union.

Kungaba futhi ithuluzi elithakazelisayo njengoba ikhithi yokuthuthukisa Kuzinkampani zaseYurophu kanye nezinkampani ezintsha ezicabanga ukuhlanganisa i-chip ye-Hailo-10H emikhiqizweni yokugcina. Ukuhlola ukusebenza kanye nokuqina ku-Raspberry Pi kuvumela ukuqinisekisa imiqondo ngaphambi kokutshala imali ekwakhiweni kwehadiwe ngokwezifiso.

Emkhakheni wezemfundo, izikhungo zokuqeqesha amakhono, amanyuvesi, kanye nezikhungo zemfundo ephakeme ezikhethekile eSpain zingasebenzisa i-AI HAT+ 2 njengeplatifomu yokuzijwayeza, zilethe I-AI efakiwe kanye ne-AI yokukhiqiza kubafundi abasebenzisa ihadiwe efinyelelekayo nengabizi kakhulu uma kuqhathaniswa nezinye izinhlelo ezibiza kakhulu.

Iphrofayela yomsebenzisi kanye nohlobo lwamaphrojekthi aqondiwe

I-Raspberry Pi AI HAT+ 2 ihlose amaphrofayili amaningana. Ngakolunye uhlangothi, umphakathi obanzi we abenzi nabathandi asebevele besebenzisa i-Raspberry Pi 5 futhi abafuna ukufaka i-AI ekhiqizayo noma umbono othuthukisiwe kumaphrojekthi abo ngaphandle kokuthatha isinyathelo sokuya ezindaweni zokusebenza ezinama-GPU azinikele noma ukuthembela ngokuphelele kumasevisi efu.

Ngakolunye uhlangothi, uzama ukuyenga onjiniyela abangochwepheshe kanye nabaqalayo ezidinga ipulatifomu yokuhlola i-AI efakiwe. Uma kuqhathaniswa nezixazululo ezinama-eGPU noma ama-NPU ahlanganiswe kuma-PC ezimboni, leli bhodi linikeza i-compact form factor, ukusetshenziswa kwamandla okuphansi kakhulu, kanye nezindleko eziphansi jikelele, yize linomkhawulo wokusebenza ophansi kunezinkundla ezibiza kakhulu.

Kulabo asebevele benolwazi nge-AI HAT+ yokuqala, ushintsho lubonakala lulula kakhulu: ukuhlanganiswa nesofthiwe ekhona kakade Futhi inqwaba yekhamera yaklanywa ngokucophelela ukuze kuncishiswe izinguquko ezidingekayo. Lokhu kubalulekile kumaphrojekthi asevele eqalile afuna ukusizakala ngokukhula kokusebenza ngaphandle kokubhala kabusha konke.

Ngakolunye uhlangothi, abasebenzisi abafuna ukusebenzisa amamodeli olimi endaweni yangakini nge-margin yememori ephezulu kakhulu bangase bathole i- I-Raspberry Pi 5 16GB Ngaphandle kwe-HAT, uma sicabanga ukuthi i-CPU ehlanganisiwe ne-GPU zizosingatha konke ukuqagela nokuthi ukusetshenziswa kwamandla kuzoba phezulu kancane.

Ngamafuphi, isesekeli sibonakala sikhipha indawo njengesixazululo esiphakathi: sinamandla kakhulu futhi siguquguquka kune-Raspberry Pi 5 esebenza yodwa emisebenzini ethile ye-AI, kodwa ikude nokusebenza kwamaseva noma ama-GPU azinikele, futhi igxile ku ukusetshenziswa kwamandla aphansi, ubumfihlo kanye nokulawula izindleko.

Ukuhlanganiswa kwesofthiwe ye-Hailo, izinsiza, kanye nokusekelwa

Ngokombono wesofthiwe, i-Raspberry Pi ihlose ukwenza inqubo yokusetha ibe lula ngangokunokwenzeka. I-AI HAT+ 2 ixhuma nge- isikhombimsebenzisi se-PCIe ye-Raspberry Pi 5 futhi iqashelwa ngokomdabu uhlelo lokusebenza olusemthethweni, okuvumela izinhlelo zokusebenza ze-AI ukuthi zisebenze ngaphandle kwezinyathelo zokusetha eziyinkimbinkimbi kakhulu kulabo asebejwayelene nemvelo.

I-Hailo inikeza abasebenzisi i- indawo yokugcina ku-GitHub kanye ne-Developer Zone Ihlanganisa izibonelo zekhodi, amamodeli alungiselelwe kusengaphambili, izifundo, kanye nezinhlaka ezenzelwe kokubili i-AI yokukhiqiza kanye nokubona kwekhompyutha. Ihlanganisa namathuluzi okuphatha ukulinganisa, ukulayisha amamodeli ezinkampani zangaphandle, kanye nokwenza ngcono imisebenzi ethile yokusebenza.

Ngesikhathi kwethulwa, inkampani inikeze izinsizakalo eziningana amamodeli olimi alungele ukufakwangesithembiso sokwandisa ikhathalogi ngezinhlobo ezinkulu noma lezo ezivumelaniswe nezimo zokusetshenziswa ezithile kakhulu. Ngaphezu kwalokho, ikhuthaza ukusetshenziswa kwamasu afana ne-LoRa ukulungisa amamodeli ngokwezidingo zephrojekthi ngayinye ngaphandle kokuwaqeqesha kusukela ekuqaleni kumasethi edatha amakhulu.

Njengoba kuvame ukwenzeka ngalezi zinhlobo zezixazululo, ulwazi lwangempela luzoncika ku- izinga lokuvuthwa kwesistimu yesofthiweAbanye abahlaziyi bakhomba ukuthi kusenendawo yokuthuthukisa amathuluzi, ukuzinza, kanye nokusekelwa kokusetshenziswa ngasikhathi sinye kwamamodeli amaningi, kodwa ukuthambekela ohlelweni lwe-Raspberry Pi kuya ekuhlanganisweni okuthuthukisiwe.

Kunoma ikuphi, ukuthuthukisa amaphrojekthi eSpain noma kwamanye amazwe aseYurophu, ukuba nemibhalo esemthethweni, izibonelo ezisebenzayo kanye nomphakathi osebenzayo kunciphisa kakhulu isithiyo sokungena ekuzameni i-AI efakiwe nekhiqizayo kumadivayisi ashibhile.

Intengo, ukutholakala kanye nezici ezisebenzayo eSpain naseYurophu

I-Raspberry Pi AI HAT+ 2 yethulwe ngentengo ebhekiselwe ku- $130ESpain nakwamanye amazwe aseYurophu, inani lokugcina lizoncika ku- izinga lokushintshaniswa kwemali, intela, kanye nenqubomgomo yomsabalalisi ngamunyeNgakho-ke, kulindeleke ukuthi kube nomehluko omncane phakathi kwezitolo namazwe.

Ibhodi lomama liyahambisana nalo lonke ulayini we- I-Raspberry Pi 5Kusukela kumamodeli ane-RAM engu-1GB kuya ezinguqulweni ezine-16GB, i-Raspberry Pi ehambisanayo ifakwe kusetshenziswa ifomethi ye-HAT ejwayelekile: ingena ebhodini bese ixhuma nge-header ye-GPIO kanye ne-interface ye-PCIe. Ngakho-ke amamodeli angaphambilini e-Raspberry Pi angenalo lolu xhumano akhishwe ohlwini lokuhambisana.

Ezigabeni zokuqala ngemva kwesimemezelo, abanye abasabalalisi abangochwepheshe babike ukuthi Isitoko esilinganiselweLokhu sekuyinqubo evamile manje ngokukhishwa kwehadiwe okusemthethweni kweRaspberry Pi. Labo abafuna ukuthola iyunithi esikhathini esifushane kuzodingeka baqaphele ukutholakala kwabasabalalisi abagunyaziwe baseYurophu kanye nohlu lokulinda olungaba khona.

Ngaphezu kwehadiwe, ukuthengwa kuhlanganisa ukufinyelela kumadokhumenti obuchwepheshe kanye nezinsizakusebenza zesofthiwe ze-Raspberry Pi kanye ne-Hailo, kufaka phakathi izibonelo ze-GitHub, iziqondiso zesinyathelo ngesinyathelo, kanye nezinto zokwakha zalabo abasha kwi-AI efakiwe. Lokhu kwenza kube lula kubasebenzisi ngabanye kanye namabhizinisi amancane ukuqala ukuzama ngaphandle kokudinga ukutshala imali kumathuluzi engeziwe okuthuthukisa.

Esimweni saseYurophu, lapho ubumfihlo bedatha Futhi njengoba ukusebenza kahle kwamandla kuya ngokuya kufaneleka, i-AI ​​HAT+ 2 yethulwa njengento evumela cubungula ulwazi olubucayi endaweni ukunciphisa ukuncika ezikhungweni zedatha ezikude, okungase kukhange abaphathi, ama-SME kanye nabathuthukisi abazimele abafuna izixazululo ze-AI ezilawulwa kakhulu.

I-Raspberry Pi AI HAT+ 2 izibeka njengesixazululo esiphakathi phakathi kwamaseva efu kanye ne-AI amakhulu: inikeza indlela efinyeleleka kalula yokuhlanganisa amamodeli ombono wekhompyutha kanye nolimi olulula kudivayisi eyodwa, ukugcina ukusetshenziswa kwamandla kuphansi futhi kuhlonishwe ubumfihlo, kodwa kudingeke ukuthi amaphrojekthi aklanywe. ngaphakathi kwemingcele yamandla nenkumbulo okujwayelekile kwehadiwe eyenzelwe ukusetshenziswa kwamandla aphansi kanye nezindleko eziphansi.

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U-Alberto Navarro

Ngingumshisekeli wezobuchwepheshe oguqule izintshisekelo zakhe "ze-geek" zaba umsebenzi. Ngichithe iminyaka engaphezu kwengu-10 yempilo yami ngisebenzisa ubuchwepheshe obusezingeni eliphezulu kanye nokukitaza ngazo zonke izinhlobo zezinhlelo ngenxa yelukuluku lokufuna ukwazi. Manje sengiqeqeshelwe ubuchwepheshe be-computer nemidlalo yama-video. Lokhu kungenxa yokuthi sekuphele iminyaka engaphezu kwengu-5 ngisebenza ngokubhalela amawebhusayithi ahlukahlukene ezobuchwepheshe nemidlalo yevidiyo, ngenza izindatshana ezifuna ukukunikeza imininingwane oyidingayo ngolimi oluqondakala yiwo wonke umuntu.

Uma unemibuzo, ulwazi lwami lusukela kuyo yonke into ehlobene nesistimu yokusebenza ye-Windows kanye ne-Android yomakhalekhukhwini. Futhi ukuzibophezela kwami ​​​​kuwe, ngihlala ngizimisele ukuchitha amaminithi ambalwa futhi ngikusize uxazulule noma yimiphi imibuzo ongase ube nayo kulo mhlaba we-inthanethi.