Raspberry Pi AI HAT+ 2: Iyi ndi pulogalamu yatsopano ya AI ya Raspberry Pi 5

Kufika kwa Raspberry Pi AI CHIGWATI+ 2 Izi ndi sitepe yatsopano kwa iwo omwe akufuna kugwira ntchito ndi luntha lochita kupanga mwachindunji mu Rasipiberi Pi 5 popanda kudalira mtambo kosatha. Bolodi yowonjezerayi imawonjezera mphamvu yodzipereka ya neural accelerator ndi kukumbukira kwake, kotero kuti ntchito zambiri za AI zimachotsedwa pa CPU yayikulu, zomwe zimapangitsa kuti pakhale mapulojekiti akuluakulu opanga AI ndi masomphenya apakompyuta.

Ndi mtengo wovomerezeka wa pafupifupi $130 (Mtengo womaliza ku Spain ndi ku Europe konse udzasiyana malinga ndi misonkho ndi ndalama zomwe ogulitsa amalipira.) AI ​​HAT+ 2 imadziika yokha ngati njira yotsika mtengo mkati mwa dongosolo la AI lolumikizidwa. Silipikisana ndi ma seva akuluakulu kapena ma GPU odzipereka, koma limapereka mgwirizano wosangalatsa pakati pa mtengo, kugwiritsa ntchito mphamvu, ndi magwiridwe antchito. IoT, automation, maphunziro, ndi prototyping.

Kodi Raspberry Pi AI HAT+ 2 ndi chiyani ndipo imasiyana bwanji ndi m'badwo woyamba?

Raspberry Pi AI HAT+ 2 ndi chipangizo chodziwika bwino chomwe chimagwiritsa ntchito zida zamphamvu. mbale yovomerezeka yowonjezera Yopangidwira Raspberry Pi 5, imalumikizana kudzera mu mawonekedwe olumikizidwa a PCI Express a bolodi la amayi ndipo imagwiritsanso ntchito cholumikizira cha GPIO poyika. Ndiyo yolowa m'malo mwa AI HAT+ yoyamba, yomwe idatulutsidwa mu 2024, yomwe idaperekedwa m'mitundu yosiyanasiyana yokhala ndi ma accelerator. Hailo‑8L (13 TOPS) ndi Hailo‑8 (26 TOPS) ndipo ankaganizira kwambiri ntchito zowonera makompyuta.

Mu m'badwo wachiwiri uno, Raspberry Pi ikubetcha pa Chothandizira maukonde a mitsempha cha Hailo-10H limodzi ndi 8 GB ya kukumbukira kwa LPDDR4X yoperekedwa pa khadi lenilenilo. Kuphatikiza kumeneku kwapangidwa kuti kuthandizire ntchito zambiri za AI yopangira zinthu m'mphepete, monga zitsanzo za chilankhulo chocheperako, zitsanzo za chilankhulo chowonera, ndi mapulogalamu ambiri omwe amaphatikiza chithunzi ndi zolemba.

Mfundo yokhudza kuphatikiza DRAM yophatikizidwa Izi zikutanthauza kuti kuyendetsa ma AI models sikugwiritsa ntchito mwachindunji kukumbukira kwakukulu kwa Raspberry Pi 5. Bokosi la mama limatha kuyang'ana kwambiri pa logic ya application, user interface, kulumikizana, kapena kusungirako, pomwe NPU imayang'anira zambiri za inference. Mwachizolowezi, izi zimathandiza kuti dongosololi lizigwiritsidwa ntchito pomwe ma AI models akuyendetsa kumbuyo.

Malinga ndi Raspberry Pi mwiniwake, kusintha kuchokera ku AI HAT+ yoyamba kupita ku mtundu watsopanowu ndi zowonekera bwino Pa mapulojekiti omwe adagwiritsa ntchito kale ma accelerator a Hailo-8, kuphatikizana ndi malo a kamera ya kampaniyo ndi mapulogalamu ake kumasungidwa, kupewa kulembanso kwakukulu.

Zipangizo, magwiridwe antchito ndi mphamvu: mpaka 40 TOPS ndi Hailo-10H NPU

Mtima wa AI HAT+ 2 ndi Hailo-10HChothandizira chapadera cha netiweki ya mitsempha chomwe chimapangidwa kuti chiziyendetsa bwino malingaliro pazida zamagetsi zochepa. Raspberry Pi ndi Hailo akukambirana za mpaka 40 TOPS ya magwiridwe antchito (teraoperations pa sekondi), ziwerengero zomwe zimapezeka ndi quantization mu INT4 ndi INT8, kawirikawiri kwambiri pamene zitsanzo zimayikidwa m'mphepete.

Chimodzi mwa mfundo zazikulu ndichakuti chip chili ndi mphamvu yocheperako Kugwiritsa ntchito mphamvu kwa 3WIzi zimathandiza kuti iphatikizidwe m'makoma ang'onoang'ono komanso mapulojekiti ophatikizidwa popanda kuwonjezera kwambiri zofunikira pakuziziritsa kapena mabilu amagetsi, zomwe ndizofunikira pazida zomwe zingagwiritsidwe ntchito maola 24 pa sabata. Komabe, izi zikutanthauza kuti phindu lonse Sizingakhale zabwino nthawi zonse kuposa zomwe Raspberry Pi 5 yokha ingapereke pamene CPU ndi GPU zake zikakankhira malire awo m'ntchito zina zabwino kwambiri.

Poyerekeza ndi chitsanzo chapitacho, kudumphako kuli koonekeratu: kumachokera ku 13/26 TOPS ndi Hailo‑8L/Hailo‑8 Imafika pa 40 TOPS ndi Hailo-10H, ndipo kwa nthawi yoyamba, 8 GB ya memory yodzipereka yowonjezeredwa. AI HAT+ yoyamba yachita bwino kwambiri pa ntchito monga kuzindikira zinthu, kuyerekezera mawonekedwe, ndi kugawa malo; mtundu watsopanowu umasunga mitundu iyi ya mapulogalamu koma umakulitsa chidwi chake ku mitundu ya zilankhulo ndi kagwiritsidwe ntchito ka mitundu yosiyanasiyana.

Ngakhale zili choncho, Raspberry Pi yokha imafotokoza momveka bwino kuti, m'machitidwe ena a masomphenya, magwiridwe antchito a Hailo-10H akhoza kukhala zofanana ndi 26 TOPS ya Hailo-8, chifukwa cha momwe ntchito imagawidwira komanso kusiyana kwa kapangidwe kake. Kusintha kwakukulu, kuposa mphamvu ya masomphenya a makompyuta osaphika, kuli mu kuthekera komwe kumatsegulira LLM ndi mitundu yopangira yakumaloko.

Mbaleyi imabwera ndi chotenthetsera chosankha pa NPU. Ngakhale kuti mphamvu imagwiritsidwa ntchito pang'ono, nthawi zambiri amalangizidwa kuti muyiyike, makamaka ngati mukufuna kuchita ntchito zovuta za AI kwa nthawi yayitali kapena kuyesa magwiridwe antchito ovuta, kuti mupewe chip kuchepetsa kuchuluka kwa ma frequency chifukwa cha kutentha.

Mitundu ya zilankhulo yothandizidwa ndi kagwiritsidwe ntchito ka LLM yakomweko

Chimodzi mwa zinthu zochititsa chidwi kwambiri za AI HAT+ 2 ndi kuthekera kwake yendetsani mitundu ya zilankhulo kwanuko pa Raspberry Pi 5, popanda kutumiza deta ku ma seva akunja. Pa nthawi yowonetsera, Raspberry Pi ndi Hailo adawonetsa mitundu yosiyanasiyana, kuphatikizapo Ma parameter 1.000 ndi 1.500 miliyoni ngati poyambira.

Zina mwa ma LLM ogwirizana omwe amaperekedwa poyambitsa ndi awa: DeepSeek‑R1‑Distill, Llama 3.2, Qwen2, Qwen2.5‑Instruct ndi Qwen2.5‑CoderNdi zitsanzo zazing'ono, zopangidwa kuti zigwiritsidwe ntchito monga macheza osavuta, kulemba ndi kukonza mawu, kupanga ma code, kumasulira kosavuta, kapena kufotokoza zochitika kuchokera ku zithunzi ndi zolemba.

Mayeso oyamba omwe kampaniyo yawonetsa akuphatikizapo zitsanzo za kumasulira pakati pa zilankhulo ndi mayankho a mafunso osavuta omwe amachitidwa kwathunthu pa Raspberry Pi 5 yothandizidwa ndi AI ​​HAT+ 2, yokhala ndi nthawi yochepa komanso yopanda kukhudza kwambiri momwe dongosolo lonse limagwiritsidwira ntchito. Kukonza kumachitika pa Hailo-10H coprocessor ndipo sikutanthauza kulumikiza chipangizocho ku mtambo.

Ziyenera kufotokozedwa momveka bwino kuti yankho ili silinapangidwe kuti ligwiritsidwe ntchito pamitundu yambiri monga mitundu yonse ya ChatGPT, Claude, kapena LLM zazikulu ku Metaomwe kukula kwake kumayesedwa m'magawo mazana ambiri kapena ngakhale mathililiyoni. Pazochitika zimenezo, vuto silili mphamvu yowerengera yokha, komanso koposa zonse kukumbukira kumafunika kuti alandire chitsanzocho ndi momwe chilili.

Raspberry Pi yokha imalimbikitsa kuti ogwiritsa ntchito ayenera kudziwa kuti akugwira ntchito ndi mitundu yaying'ono yophunzitsidwa pa ma data ochepaPofuna kubweza chiletsochi, cholinga chachikulu chikuyang'ana kwambiri njira monga LoRA (Kusintha kwa Udindo Wochepa)zomwe zimalola mitundu kusinthidwa kuti igwirizane ndi zochitika zinazake zogwiritsidwa ntchito popanda kufunikira kuphunzitsidwanso kwathunthu, kuwonjezera zigawo zopepuka zosinthira pamwamba pa maziko omwe alipo.

Kukumbukira, zofooka ndi kuyerekeza ndi 16GB Raspberry Pi 5

Kuphatikizidwa kwa 8 GB ya RAM yodzipereka ya LPDDR4X Ichi ndi chimodzi mwazinthu zatsopano zazikulu za AI HAT+ 2, komanso chimafotokozera bwino mitundu ya mitundu yomwe ingayendetsedwe. Ma LLM ambiri apakatikati, makamaka ngati mukufuna kuthana ndi nkhani yayikulu, angafunike zambiri kuposa izi. 10 GB ya kukumbukiraChifukwa chake, chowonjezeracho chimapangidwira mitundu yopepuka kapena yomwe ili ndi mawindo owoneka bwino.

Ngati mukuziyerekeza ndi Raspberry Pi 5 16GB Ngakhale popanda HAT, ma motherboard okhala ndi memory yambiri amakhalabe ndi mwayi poika ma model akuluakulu mwachindunji mu RAM, bola ngati gawo lalikulu la memory imeneyo laperekedwa ku AI yokha ndipo ntchito zina siziperekedwa. Pachifukwa chimenecho, CPU ndi GPU yolumikizidwa zimathetsa malingaliro onse, zomwe zimapangitsa kuti ntchito ikhale yochulukirapo.

Cholinga cha AI HAT+ 2 n'chomveka bwino mukachifuna maudindo osiyanaLolani Hailo-10H NPU igwire ntchito yowerengera ma AI ndikumasula Raspberry Pi 5 kuti ikhale ndi malo opepuka a desktop, mautumiki apaintaneti, ma database, ma automation, kapena mawonekedwe a pulogalamu.

Kwa iwo omwe akufuna kukhala ndi imodzi yokha wothandizira wakomweko Popeza ndi yosavuta komanso yokhoza kucheza, kumasulira malemba, kapena kuthandiza pa ntchito zazing'ono zopanga mapulogalamu popanda kutumiza deta kwa anthu ena, mphamvu, ndi ndalama zomwe AI HAT+ 2 imagwiritsa ntchito zingakhale zokwanira. Komabe, pa mapulojekiti omwe amafuna mitundu ikuluikulu kapena malo otakata kwambiri, kugwiritsa ntchito zipangizo zomwe zili ndi zokumbukira zambiri kapena zomangamanga zamtambo kudzakhalabe kothandiza kwambiri.

Mfundo ina yofunika kuiganizira ndi yakuti, ngakhale kuti HAT ya 8 GB imathandiza kuchotsa memory, mtundu wa 16 GB ya Raspberry Pi 5 Imagwirabe ntchito bwino kuposa bolodi yowonjezera pamlingo wonse, kotero m'machitidwe ena ofunikira kwambiri a RAM, makonzedwe amenewo adzapitirira kukhala abwino.

Masomphenya apakompyuta ndi machitidwe a chitsanzo nthawi imodzi

AI ​​HAT+ 2 siisiya mawonekedwe omwe adapangitsa m'badwo woyamba kutchuka: a mapulogalamu owonera pakompyutaHailo-10H imatha kuyendetsa zitsanzo zozindikira ndikutsatira zinthu, kuyerekezera mawonekedwe a munthu, kapena kugawa malo ndi magwiridwe antchito omwe, m'machitidwe, amakhalabe ogwirizana ndi zomwe Hailo-8 idapereka pa 26 TOPS.

Raspberry Pi ikusonyeza kuti bolodi latsopanoli likhoza kuyendetsa masomphenya ndi zitsanzo za chilankhulo nthawi imodziIzi zimapangitsa kuti zikhale zokopa mapulojekiti omwe kamera ndi zolemba ziyenera kugwirira ntchito limodzi. Mwachitsanzo, njira zowunikira zomwe zimagawa zochitika ndikupanga mafotokozedwe, makamera anzeru omwe amafotokoza zomwe zikuchitika pamalopo, kapena zida zomwe zimaphatikiza kuzindikira ndi kupanga malipoti.

Muzochitika zinazake, zitsanzo za mabanja zimatchulidwa. YOLO Kuti mupeze zinthu nthawi yeniyeni, ndi kuchuluka kwa zotsitsimutsa komwe kumatha kufika pafupifupi mafelemu 30 pa sekondi kutengera mawonekedwe ndi zovuta za chitsanzocho. Lingaliro ndilakuti NPU igwira ntchito iyi pomwe Raspberry Pi 5 imayang'anira malo osungira, netiweki, zidziwitso, ndi chiwonetsero.

Mapulogalamu ozungulira AI pa Raspberry Pi akadali kukula. Ngakhale kuti gulu la mapulogalamuwa lapangidwa kale. zitsanzo, mafelemu ndi zida Kwa onse awiri Raspberry Pi ndi Hailo, kuchitidwa kwa mitundu yosiyanasiyana (masomphenya, chilankhulo, ndi njira zambiri) kukupitirirabe kukhala gawo losintha ndipo kungafunike kusintha bwino mu polojekiti iliyonse.

Mulimonsemo, kuphatikizidwa ndi kamera yovomerezeka ya Raspberry Pi Izi zimapangitsa moyo kukhala wosavuta kwa iwo omwe akugwira kale ntchito ndi makamera a kampaniyi. AI ​​HAT+ 2 imagwirizana mwachindunji ndi malo amenewo, kotero mapulojekiti ambiri omwe alipo amatha kusamukira ku bolodi latsopano ndi kusintha pang'ono.

Kugwiritsa ntchito milandu ku Spain ndi Europe: mafakitale, IoT ndi mapulojekiti ophunzitsa

Kuphatikiza kwa kugwiritsa ntchito mphamvu zochepa, kukula kochepa ndi kukonza kwa AI yakomweko Izi zikugwirizana bwino ndi momwe zinthu zilili pakugwiritsa ntchito njira za digito ku Spain ndi mayiko ena aku Europe. M'magawo amakampani komwe mwayi wokhazikika wamtambo sutsimikizika nthawi zonse kapena komwe kuli malamulo okhwima achinsinsi, yankho lamtunduwu lingakhale lokopa kwambiri.

Pakati pa mawu omwe amagwiritsidwa ntchito kwambiri mu zolemba zovomerezeka ndi mapulojekiti a makina odziyimira pawokha a mafakitale, kuwongolera njira ndi kasamalidwe ka maloMachitidwe owunikira zinthu pogwiritsa ntchito zithunzi pamizere yopangira, kuzindikira zolakwika nthawi yeniyeni, kuwongolera anthu kulowa, kapena kuwerengera anthu m'nyumba ndi zitsanzo zomwe kuphatikiza kwa masomphenya ndi mitundu yopepuka ya chilankhulo kungapangitse phindu popanda kufunikira kukhazikitsa zomangamanga zodula kwambiri za AI.

Mu gawo la Kunyumba ndi bizinesi IoTAI ​​HAT+ 2 ikhoza kukhala maziko a othandizira am'deralo omwe amagwiritsa ntchito Raspberry Pi 5, ma dashboard omwe amatanthauzira deta ya masensa, makamera omwe amafotokoza zochitika, kapena zida zomwe zimasanthula makanema popanda kuyika zithunzi ku ma seva akunja. Njirayi imathandizira kutsatira malamulo okhwima kwambiri oteteza deta ku European Union.

Ikhozanso kukhala chida chosangalatsa monga zida zokonzera Kwa makampani aku Europe ndi makampani atsopano omwe akuganiza zophatikiza chip cha Hailo-10H mu zinthu zomaliza. Kuyesa magwiridwe antchito ndi kukhazikika pa Raspberry Pi kumalola kutsimikizira malingaliro musanagule mapangidwe a zida zapadera.

Mu gawo la maphunziro, malo ophunzitsira ntchito, mayunivesite, ndi masukulu apadera ku Spain angagwiritse ntchito AI HAT+ 2 ngati nsanja yophunzitsira, zomwe zimabweretsa AI yophatikizidwa ndi AI yopangira kwa ophunzira omwe ali ndi zida zogwiritsidwa ntchito mosavuta komanso zotsika mtengo poyerekeza ndi makina ena okwera mtengo.

Mbiri ya ogwiritsa ntchito ndi mtundu wa mapulojekiti omwe akufunidwa

Raspberry Pi AI HAT+ 2 imayang'ana kwambiri ma profiles angapo. Kumbali imodzi, gulu lonse la opanga ndi okonda omwe amagwiritsa kale ntchito Raspberry Pi 5 ndipo akufuna kuphatikiza ukadaulo wa AI kapena masomphenya apamwamba mu mapulojekiti awo popanda kupita ku malo ogwirira ntchito okhala ndi ma GPU odzipereka kapena kudalira kwathunthu ntchito zamtambo.

Kumbali ina, akuyesera kunyengerera akatswiri opanga mapulogalamu ndi oyambitsa atsopano omwe amafunikira nsanja yoyesera ya AI yolumikizidwa. Poyerekeza ndi mayankho okhala ndi ma eGPU kapena ma NPU ophatikizidwa mu ma PC a mafakitale, bolodi ili limapereka mawonekedwe ochepa, kugwiritsa ntchito mphamvu zochepa kwambiri, komanso mtengo wotsika, ngakhale kuti lili ndi mtunda wocheperako wa magwiridwe antchito kuposa nsanja zodula kwambiri.

Kwa iwo omwe ali kale ndi chidziwitso ndi AI HAT+ yoyamba, kusinthaku kumawoneka kosavuta: kuphatikiza ndi mapulogalamu omwe alipo kale Ndipo kamera yapangidwa mosamala kuti ichepetse kusintha kofunikira. Izi ndizofunikira pamapulojekiti omwe akuchitika kale omwe akufuna kupindula ndi kuwonjezeka kwa magwiridwe antchito popanda kulembanso chilichonse.

Kumbali ina, ogwiritsa ntchito omwe akufuna kungoyendetsa mitundu ya zilankhulo zakomweko ndi malire ochulukirapo okumbukira angapezebe Raspberry Pi 5 16GB Popanda HAT, poganiza kuti CPU ndi GPU zophatikizidwa zidzagwira ntchito zonse zoganizira ndipo kugwiritsa ntchito mphamvu kudzakhala kwakukulu pang'ono.

Mwachidule, chowonjezerachi chikuwoneka kuti chikupanga niche ngati yankho lapakati: champhamvu kwambiri komanso chosinthasintha kuposa Raspberry Pi 5 yomwe imagwira ntchito yokha pa ntchito zina za AI, koma kutali ndi magwiridwe antchito a ma seva kapena ma GPU odzipereka, komanso yoyang'ana kwambiri pa kugwiritsa ntchito mphamvu zochepa, zachinsinsi komanso kuchepetsa ndalama.

Kuphatikiza mapulogalamu a Hailo, zinthu, ndi chithandizo

Poganizira za mapulogalamu, Raspberry Pi cholinga chake ndi kuchepetsa njira yokhazikitsira momwe zingathere. AI ​​HAT+ 2 imalumikizana kudzera mu Mawonekedwe a PCIe ya Raspberry Pi 5 ndipo imadziwika bwino ndi makina ogwiritsira ntchito ovomerezeka, zomwe zimalola mapulogalamu a AI kuti azigwira ntchito popanda njira zovuta kwambiri zokhazikitsira kwa iwo omwe amadziwa kale zachilengedwe.

Hailo imapatsa ogwiritsa ntchito malo osungiramo zinthu pa GitHub ndi Developer Zone Zimaphatikizapo zitsanzo zamakhodi, ma model omwe adakonzedweratu, maphunziro, ndi ma framework omwe adapangidwira onse opanga AI ndi masomphenya a makompyuta. Zimaphatikizaponso zida zowongolera kuchuluka, kukweza ma model a chipani chachitatu, komanso kukonza magwiridwe antchito enaake.

Poyambitsa, kampaniyo yapereka zinthu zingapo mitundu ya zilankhulo yokonzeka kukhazikitsidwandi lonjezo lokulitsa kabukhu ndi mitundu yayikulu kapena yomwe yasinthidwa kuti igwiritsidwe ntchito mwanjira inayake. Kuphatikiza apo, imalimbikitsa kugwiritsa ntchito njira monga LoRa kuti zisinthe mitunduyo kuti igwirizane ndi zosowa za polojekiti iliyonse popanda kuwaphunzitsa kuyambira pachiyambi pa ma data ambiri.

Monga momwe zimakhalira nthawi zambiri ndi mitundu iyi ya mayankho, zomwe zimachitikadi zidzadalira mulingo wokhwima wa dongosolo la mapulogalamuAkatswiri ena amanena kuti pakadali pano pali njira yowongolera zida, kukhazikika, ndi kuthandizira kugwiritsa ntchito mitundu yambiri nthawi imodzi, koma njira yomwe ikugwiritsidwa ntchito mu Raspberry Pi ikupita patsogolo kwambiri pakuphatikizana bwino.

Mulimonsemo, kupanga mapulojekiti ku Spain kapena mayiko ena aku Europe, kukhala ndi zikalata zovomerezeka, zitsanzo zothandiza komanso gulu logwira ntchito kumachepetsa kwambiri cholepheretsa kulowa mu kuyesa kugwiritsa ntchito AI yolumikizidwa komanso yopangidwa m'zida zotsika mtengo.

Mtengo, kupezeka kwake, ndi zinthu zothandiza ku Spain ndi ku Europe

Raspberry Pi AI HAT+ 2 yatulutsidwa ndi mtengo woyerekeza wa $130Ku Spain ndi ku Ulaya konse, ndalama zomaliza zidzadalira chiwongola dzanja, misonkho, ndi mfundo za wogawa aliyenseChifukwa chake, akuyembekezeka kuti padzakhala kusiyana pang'ono pakati pa masitolo ndi mayiko.

Bodi ya mama imagwirizana ndi mzere wonse wa Rasipiberi Pi 5Kuyambira pa mitundu yokhala ndi 1GB ya RAM mpaka mitundu yokhala ndi 16GB, Raspberry Pi yogwirizana imayikidwa pogwiritsa ntchito mtundu wodziwika bwino wa HAT: imakokedwa pa bolodi ndikulumikizana kudzera pa mutu wa GPIO ndi mawonekedwe a PCIe. Mitundu yakale ya Raspberry Pi yomwe ilibe mawonekedwe awa imachotsedwa pamndandanda wogwirizana.

Poyamba pambuyo pa chilengezochi, akatswiri ena ogulitsa adanena kuti Katundu wochepaIzi tsopano ndi njira yodziwika bwino yogwiritsira ntchito zida zovomerezeka za Raspberry Pi. Anthu omwe akufuna kupeza chipangizochi kwakanthawi kochepa ayenera kuyang'anira kupezeka kwa ogulitsa ovomerezeka aku Europe komanso mndandanda wa odikira omwe angakhalepo.

Kuwonjezera pa zipangizozi, kugulaku kumaphatikizapo kupeza zolemba zaukadaulo ndi mapulogalamu a Raspberry Pi ndi Hailo, kuphatikizapo zitsanzo za GitHub, malangizo a sitepe ndi sitepe, ndi zipangizo za omwe angoyamba kumene kugwiritsa ntchito AI yolumikizidwa. Izi zimapangitsa kuti zikhale zosavuta kwa ogwiritsa ntchito payekhapayekha komanso mabizinesi ang'onoang'ono kuyamba kuyesa popanda kufunikira kuyika ndalama mu zida zina zopangira.

Mu nkhani ya ku Ulaya, komwe zachinsinsi za deta Ndipo pamene kugwiritsa ntchito mphamvu moyenera kukukhala kofunikira kwambiri, AI ​​HAT+ 2 imawonetsedwa ngati chidutswa chomwe chimalola tsatirani mfundo zachinsinsi m'deralo kuchepetsa kudalira malo osungira deta akutali, zomwe zingakhale zokopa kwa mabungwe, mabizinesi ang'onoang'ono ndi apakatikati odziyimira pawokha omwe akufuna njira zowongolera kwambiri za AI.

Raspberry Pi AI HAT+ 2 imadziika yokha ngati yankho lapakati pakati pa ma seva akuluakulu a AI ndi mtambo: imapereka njira yophweka yolumikizira masomphenya apakompyuta ndi mitundu yopepuka ya chilankhulo mu chipangizo chimodzi, kusunga kugwiritsa ntchito mphamvu zochepa komanso kulemekeza zachinsinsi, koma kumafunanso kuti mapulojekiti apangidwe. mkati mwa malire a mphamvu ndi kukumbukira wamba wa zipangizo zomwe zimapangidwira kugwiritsa ntchito mphamvu zochepa komanso mtengo wotsika.

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Kamera Yanzeru ya Xiaomi 3 3K: kamera yatsopano yowunikira ya 3K yomwe cholinga chake ndi kugonjetsa nyumba yolumikizidwa

Alberto Navarro

Ndine wokonda zaukadaulo yemwe wasandutsa zokonda zake za "geek" kukhala ntchito. Ndakhala zaka zoposa 10 za moyo wanga ndikugwiritsa ntchito ukadaulo wotsogola komanso kusewera ndi mitundu yonse yamapulogalamu chifukwa cha chidwi chenicheni. Panopa ndaphunzira luso la pakompyuta komanso masewera a pakompyuta. Izi zili choncho chifukwa kwa zaka zoposa 5 ndakhala ndikulembera mawebusaiti osiyanasiyana pa teknoloji ndi masewera a pakompyuta, ndikupanga nkhani zomwe zimafuna kukupatsani zambiri zomwe mukufunikira m'chinenero chomwe chimamveka kwa aliyense.

Ngati muli ndi mafunso, chidziwitso changa chimachokera ku chilichonse chokhudzana ndi makina opangira Windows komanso Android pama foni am'manja. Ndipo kudzipereka kwanga ndi kwa inu, nthawi zonse ndimakhala wokonzeka kuthera mphindi zochepa ndikukuthandizani kuthetsa mafunso aliwonse omwe mungakhale nawo pa intaneti.