Raspberry Pi AI HAT+ 2: Qhov no yog qhov kev muab AI tshiab hauv zos rau Raspberry Pi 5

Qhov tuaj txog ntawm Raspberry Pi AI HAT+ 2 Qhov no yog ib kauj ruam tshiab rau cov neeg uas xav ua haujlwm nrog kev txawj ntse cuav ncaj qha hauv a Raspberry Pi 5 tsis tas li ntawd, nws yuav cia siab rau huab tas mus li. Lub rooj tsavxwm nthuav dav no ntxiv lub tshuab ua kom lub hlwb ua haujlwm tshwj xeeb thiab nws lub cim xeeb, yog li ntawd feem ntau ntawm cov txheej txheem AI raug tsiv tawm ntawm CPU tseem ceeb, uas tso cai rau cov haujlwm AI thiab kev pom computer uas muaj zog dua.

Nrog tus nqi pom zoo ntawm ib ncig ntawm $130 (Tus nqi kawg hauv Spain thiab lwm qhov ntawm Tebchaws Europe yuav txawv nyob ntawm cov se thiab cov nyiaj tau los ntawm cov neeg faib khoom raug cai.) AI ​​HAT + 2 tso nws tus kheej ua qhov kev xaiv pheej yig hauv lub ecosystem AI embedded. Nws tsis sib tw nrog cov servers loj lossis GPUs mob siab rau, tab sis nws muab qhov sib npaug zoo ntawm tus nqi, kev siv hluav taws xob, thiab kev ua tau zoo. IoT, kev ua haujlwm tsis siv neeg, kev kawm, thiab kev tsim qauv.

Raspberry Pi AI HAT+ 2 yog dab tsi thiab nws txawv li cas ntawm thawj tiam?

Lub Raspberry Pi AI HAT+ 2 yog ib qho daim ntawv txuas ntxiv Tsim los rau Raspberry Pi 5, nws txuas ntawm lub motherboard's integrated PCI Express interface thiab kuj siv GPIO connector rau mounting. Nws yog tus ua tiav ncaj qha rau thawj AI HAT +, tso tawm xyoo 2024, uas tau muab tso rau hauv cov variants nrog accelerators. Hailo-8L (13 TOPS) thiab Hailo-8 (26 TOPS) thiab tau tsom ntsoov rau cov haujlwm pom kev hauv computer heev.

Hauv tiam neeg thib ob no, Raspberry Pi tab tom twv rau ntawm a Hailo-10H neural network accelerator nrog los ntawm 8 GB ntawm LPDDR4X nco mob siab rau ntawm daim npav nws tus kheej. Kev sib xyaw ua ke no yog tsim los txhawb cov haujlwm ntawm generative AI ntawm ntug, xws li cov qauv lus compact, cov qauv pom kev-lus, thiab cov ntawv thov multimodal uas muab cov duab thiab cov ntawv sau ua ke.

Qhov tseeb ntawm kev koom ua ke DRAM sib xyaw ua ke Qhov no txhais tau tias kev khiav cov qauv AI tsis siv ncaj qha rau Raspberry Pi 5 lub cim xeeb tseem ceeb. Lub motherboard tuaj yeem tsom mus rau cov ntaub ntawv thov, lub interface neeg siv, kev sib txuas, lossis kev cia khoom, thaum NPU tswj hwm feem ntau ntawm qhov kev xav. Hauv kev xyaum, qhov no pab kom lub kaw lus siv tau thaum cov qauv AI khiav hauv keeb kwm yav dhau.

Raws li Raspberry Pi nws tus kheej, qhov kev hloov pauv ntawm thawj AI HAT + mus rau tus qauv tshiab no yog pob tshab zoo li qub Rau cov haujlwm uas twb siv Hailo-8 accelerators lawm, kev sib koom ua ke nrog lub tuam txhab lub koob yees duab ib puag ncig thiab software stack raug tswj hwm, zam kev sau dua tshiab loj heev.

Kho vajtse, kev ua tau zoo thiab kev siv hluav taws xob: txog li 40 TOPS nrog Hailo-10H NPU

Lub plawv ntawm AI HAT+ 2 yog Hailo-10HIb lub tshuab ua kom lub hlwb neural tshwj xeeb uas tsim los khiav cov kev xav tau zoo ntawm cov khoom siv hluav taws xob tsawg. Raspberry Pi thiab Hailo tab tom tham txog txog li 40 qhov kev ua tau zoo tshaj plaws (teraoperations ib ob), cov lej tau txais nrog quantization hauv INT4 thiab INT8, feem ntau thaum cov qauv raug xa mus rau ntawm ntug.

Ib qho ntawm cov ntsiab lus tseem ceeb yog tias lub nti tsuas yog txwv rau lub zog ntawm ib puag ncig Kev siv hluav taws xob 3WQhov no tso cai rau nws kom koom ua ke rau hauv cov thawv me me thiab cov haujlwm embedded yam tsis muaj kev nce ntxiv ntawm qhov yuav tsum tau txias lossis cov nqi hluav taws xob, uas yog qhov tseem ceeb rau cov khoom siv uas yuav ua haujlwm 24/7. Txawm li cas los xij, qhov kev txwv no txhais tau tias cov nyiaj tau los tag nrho Nws yuav tsis zoo dua li qhov Raspberry Pi 5 nws tus kheej tuaj yeem muab thaum nws CPU thiab GPU raug thawb mus rau lawv cov kev txwv hauv qee qhov kev ua haujlwm zoo tshaj plaws.

Piv rau tus qauv dhau los, qhov kev dhia yog qhov tseeb: nws mus los ntawm 13/26 TOPS nrog Hailo-8L / Hailo-8 Nws ua tiav 40 TOPS nrog Hailo-10H, thiab thawj zaug, 8 GB ntawm lub cim xeeb tshwj xeeb tau ntxiv. Thawj AI HAT + tau ua tiav zoo ntawm cov haujlwm xws li kev nrhiav khoom, kev kwv yees qhov teeb meem, thiab kev faib tawm qhov chaw; cov version tshiab tswj cov hom kev siv no tab sis nthuav dav nws qhov kev tsom mus rau cov qauv lus thiab kev siv ntau hom lus.

Txawm li ntawd los, Raspberry Pi nws tus kheej piav qhia tias, hauv qee qhov kev ua haujlwm pom kev, qhov kev ua tau zoo ntawm Hailo-10H yuav yog zoo ib yam li 26 TOPS ntawm Hailo-8, vim yog txoj kev faib cov haujlwm thiab qhov sib txawv ntawm cov qauv vaj tse. Qhov kev txhim kho loj, ntau dua li lub zog pom kev hauv computer, yog nyob rau hauv cov peev xwm uas nws qhib rau LLM thiab cov qauv tsim hauv zos.

Lub phaj los nrog ib xaiv tau heatsink rau NPU. Txawm hais tias kev siv hluav taws xob tsawg, qhov kev pom zoo ib txwm yog kom nruab nws, tshwj xeeb tshaj yog tias koj yuav khiav cov haujlwm AI hnyav rau lub sijhawm ntev lossis kev sim ua haujlwm nyuaj, kom tiv thaiv lub nti los ntawm kev txo cov zaus vim qhov kub thiab txias.

Cov qauv lus txhawb nqa thiab kev siv LLM hauv zos

Ib qho ntawm cov yam ntxwv tseem ceeb tshaj plaws ntawm AI HAT + 2 yog nws lub peev xwm los khiav cov qauv lus hauv zos ntawm Raspberry Pi 5, yam tsis tau xa cov ntaub ntawv mus rau cov servers sab nraud. Thaum lub sijhawm nthuav qhia, Raspberry Pi thiab Hailo tau hais txog ntau yam qauv, suav nrog 1.000 thiab 1.500 lab tus qauv ua ib qho chaw pib.

Ntawm cov LLMs sib xws uas muaj thaum pib yog DeepSeek‑R1‑Distill, Llama 3.2, Qwen2, Qwen2.5‑Instruct thiab Qwen2.5‑CoderLawv yog cov qauv me me, tsim los rau cov haujlwm xws li kev sib tham yooj yim, kev sau ntawv thiab kev kho cov ntawv, kev tsim cov lej, kev txhais lus yooj yim, lossis cov lus piav qhia txog qhov chaw los ntawm cov duab thiab cov ntawv nkag.

Cov kev sim thawj zaug uas lub tuam txhab tau qhia suav nrog cov piv txwv ntawm txhais lus ntawm cov lus thiab cov lus teb rau cov lus nug yooj yim ua tiav tag nrho ntawm Raspberry Pi 5 txhawb nqa los ntawm AI ​​HAT + 2, nrog latency qis thiab tsis muaj kev cuam tshuam loj rau kev siv tag nrho ntawm lub kaw lus. Kev ua tiav yog ua tiav ntawm Hailo-10H coprocessor thiab tsis tas yuav txuas lub cuab yeej rau huab.

Yuav tsum tau ua kom meej meej tias qhov kev daws teeb meem no tsis yog rau cov qauv lag luam loj xws li cov qauv puv ntoob ntawm ChatGPT, Claude, lossis cov LLM loj dua ntawm Metauas lawv qhov loj me raug ntsuas ua pua pua billions lossis txawm tias trillions ntawm cov kev teeb tsa. Hauv cov xwm txheej ntawd, qhov teeb meem tsis yog tsuas yog lub zog suav xwb, tab sis saum toj no tag nrho xav tau lub cim xeeb los tuav tus qauv thiab nws cov ntsiab lus.

Raspberry Pi nws tus kheej hais tias cov neeg siv yuav tsum paub tias lawv ua haujlwm nrog cov qauv me me uas tau kawm ntawm cov ntaub ntawv tsawg duaTxhawm rau them rau qhov kev txwv no, qhov kev tsom mus rau cov txheej txheem xws li LoRA (Kev Hloov Kho Qib Qis)uas tso cai rau cov qauv kom raug hloov kho rau cov xwm txheej siv tshwj xeeb yam tsis tas yuav rov qhia dua lawv, ntxiv cov khaubncaws sab nraud povtseg sib dua rau saum lub hauv paus uas twb muaj lawm.

Nco, kev txwv thiab kev sib piv nrog 16GB Raspberry Pi 5

Kev suav nrog ntawm 8 GB ntawm LPDDR4X RAM tshwj xeeb Qhov no yog ib qho ntawm cov yam ntxwv tshiab tseem ceeb ntawm AI HAT+ 2, tab sis nws kuj txhais meej meej txog cov hom qauv uas tuaj yeem khiav tau. Ntau qhov nruab nrab-loj quantized LLMs, tshwj xeeb tshaj yog tias koj xav tswj hwm cov ntsiab lus dav dav, tej zaum yuav yooj yim xav tau ntau dua li 10 GB ntawm lub cim xeebYog li ntawd, cov khoom siv no yog tsim rau cov qauv sib dua lossis cov uas muaj cov qhov rai nqaim dua.

Yog koj muab piv rau ib Raspberry Pi 5 16GB Txawm tias tsis muaj HAT los xij, cov motherboard uas muaj ntau lub cim xeeb tseem muaj qhov zoo dua thaum thauj cov qauv loj dua ncaj qha rau hauv RAM, yog tias ib feem tseem ceeb ntawm lub cim xeeb ntawd tsuas yog mob siab rau AI thiab lwm yam haujlwm raug txi. Hauv qhov xwm txheej ntawd, CPU thiab GPU sib xyaw ua ke tswj hwm txhua qhov kev xav, ua rau muaj kev ua haujlwm ntau ntxiv.

Cov lus pom zoo ntawm AI ​​HAT + 2 ua rau muaj kev nkag siab ntau dua thaum nrhiav cov luag haujlwm sib caisCia Hailo-10H NPU tswj cov kev suav AI thiab tso Raspberry Pi 5 kom tswj tau lub desktop ib puag ncig, cov kev pabcuam web, databases, automations, lossis txheej kev nthuav qhia ntawm daim ntawv thov.

Rau cov neeg uas tsuas xav kom muaj ib tug xwb tus pabcuam hauv zos Yooj yim thiab muaj peev xwm sib tham, txhais cov ntawv nyeem, lossis pab nrog cov haujlwm me me yam tsis tau xa cov ntaub ntawv rau cov neeg thib peb, AI HAT + 2 qhov sib npaug ntawm lub zog, kev siv, thiab tus nqi yuav ua pov thawj txaus. Txawm li cas los xij, rau cov haujlwm xav tau cov qauv loj lossis cov ntsiab lus dav heev, kev siv cov khoom siv nrog ntau lub cim xeeb lossis huab infrastructure yuav tseem siv tau zoo dua.

Lwm qhov uas yuav tsum xav txog yog tias, txawm hais tias HAT's 8 GB pab tshem tawm lub cim xeeb, qhov version ntawm 16 GB ntawm Raspberry Pi 5 Nws tseem ua tau zoo dua li lub rooj tsavxwm ntxiv hauv tag nrho cov peev xwm, yog li ntawd hauv qee qhov kev ua haujlwm RAM-intensive ntawd qhov kev teeb tsa yuav txuas ntxiv mus zoo dua.

Kev pom kev hauv computer thiab kev ua qauv tib lub sijhawm

Lub AI HAT + 2 tsis tso tseg qhov feature uas ua rau thawj tiam neeg nrov: lub cov ntawv thov kev pom kev hauv computerLub Hailo-10H muaj peev xwm khiav cov qauv nrhiav thiab taug qab cov khoom, kev kwv yees tib neeg lub cev, lossis kev faib tawm qhov chaw nrog kev ua tau zoo uas, hauv kev xyaum, tseem nyob hauv kab nrog qhov Hailo-8 muab ntawm 26 TOPS.

Raspberry Pi qhia tau hais tias lub rooj tsavxwm tshiab tuaj yeem khiav cov qauv pom kev thiab cov qauv lus tib lub sijhawmQhov no ua rau nws zoo nkauj rau cov haujlwm uas lub koob yees duab thiab cov ntawv sau yuav tsum ua haujlwm ua ke. Piv txwv li, cov txheej txheem saib xyuas uas faib cov xwm txheej thiab tsim cov lus piav qhia, cov koob yees duab ntse uas piav qhia txog yam uas tshwm sim hauv qhov chaw, lossis cov khoom siv uas sib xyaw ua ke kev pom kev nrog kev tsim cov ntawv tshaj tawm.

Hauv cov xwm txheej tshwj xeeb, cov qauv tsev neeg tau hais txog. YOLO Rau kev tshawb pom cov khoom tiag tiag, nrog rau cov nqi refresh uas tuaj yeem ncav cuag li 30 thav duab ib ob nyob ntawm qhov kev daws teeb meem thiab qhov nyuaj ntawm tus qauv. Lub tswv yim yog tias NPU yuav ua txoj haujlwm no thaum Raspberry Pi 5 tswj kev khaws cia, network, kev ceeb toom, thiab kev tso saib.

Lub software ecosystem nyob ib puag ncig AI ntawm Raspberry Pi tseem tab tom loj hlob. Txawm hais tias muaj ntau yam kev siv. piv txwv, cov qauv thiab cov cuab yeej Rau ob qho tib si Raspberry Pi thiab Hailo, kev ua tiav ntawm ntau tus qauv (kev pom, lus, multimodal) tseem yog ib qho kev hloov pauv thiab tej zaum yuav xav tau kev kho kom zoo hauv txhua qhov project.

Txawm li cas los xij, kev koom ua ke nrog official Raspberry Pi lub koob yees duab stack Qhov no ua rau lub neej yooj yim rau cov neeg uas twb ua haujlwm nrog lub koob yees duab hom. AI ​​HAT + 2 sib koom ua ke ncaj qha nrog qhov chaw ntawd, yog li ntau qhov project pom kev uas twb muaj lawm tuaj yeem tsiv mus rau lub rooj tsavxwm tshiab nrog kev hloov pauv me me.

Siv cov rooj plaub hauv Spain thiab Tebchaws Europe: kev lag luam, IoT thiab cov haujlwm kev kawm

Kev sib xyaw ua ke ntawm kev siv hluav taws xob tsawg, qhov loj me me thiab kev ua haujlwm AI hauv zos Qhov no sib haum zoo nrog cov qauv digitalization uas tau siv hauv Spain thiab lwm lub tebchaws European. Hauv cov lag luam kev lag luam uas tsis tas yuav lav qhov nkag mus rau huab ruaj khov lossis qhov twg muaj cov kev cai nruj heev, kev daws teeb meem ntawm hom no tuaj yeem nyiam tshwj xeeb.

Cov lus siv ntau tshaj plaws hauv cov ntaub ntawv raug cai yog cov haujlwm rau Kev siv tshuab hauv kev lag luam, kev tswj cov txheej txheem thiab kev tswj cov chawCov txheej txheem tshuaj xyuas pom ntawm cov kab ntau lawm, kev tshawb pom qhov tsis zoo tiag tiag, kev tswj kev nkag mus, lossis kev suav cov neeg hauv cov tsev yog cov piv txwv uas kev sib xyaw ua ke ntawm kev pom thiab cov qauv lus sib dua tuaj yeem ntxiv tus nqi yam tsis tas yuav siv cov khoom siv AI kim dua.

Nyob rau hauv thaj teb ntawm IoT hauv tsev thiab lag luamLub AI ​​HAT + 2 tuaj yeem ua lub hauv paus rau cov neeg pabcuam hauv zos uas khiav ntawm Raspberry Pi 5, cov dashboards uas txhais cov ntaub ntawv sensor, cov koob yees duab uas piav qhia txog cov xwm txheej, lossis cov khoom siv uas tshuaj xyuas cov yeeb yaj kiab yam tsis tau xa cov duab mus rau cov servers sab nraud. Txoj hauv kev no pab ua raws li cov cai tiv thaiv cov ntaub ntawv nruj dua hauv European Union.

Nws kuj tseem tuaj yeem yog ib qho cuab yeej nthuav raws li cov khoom siv tsim kho Rau cov tuam txhab European thiab cov lag luam tshiab uas xav txog kev koom ua ke Hailo-10H chip rau hauv cov khoom kawg. Kev sim ua haujlwm thiab kev ruaj khov ntawm Raspberry Pi tso cai rau kev lees paub cov tswv yim ua ntej nqis peev rau hauv kev tsim kho vajtse tshwj xeeb.

Hauv kev kawm, cov chaw cob qhia kev ua haujlwm, cov tsev kawm qib siab, thiab cov tsev kawm tshwj xeeb hauv Spain tuaj yeem siv AI HAT + 2 ua lub platform xyaum, coj cov AI uas tau muab tso rau hauv thiab AI uas tsim tawm rau cov tub ntxhais kawm uas siv tau yooj yim thiab pheej yig dua piv rau lwm cov tshuab kim dua.

Cov ntaub ntawv qhia txog tus neeg siv thiab hom phiaj xwm uas tau tsom mus rau

Raspberry Pi AI HAT+ 2 tsom mus rau ntau tus profiles. Ntawm ib sab tes, lub zej zog dav dav ntawm cov neeg ua yeeb yam thiab cov neeg nyiam Cov neeg uas twb siv Raspberry Pi 5 lawm thiab xav siv generative AI lossis advanced vision rau hauv lawv cov project yam tsis tas yuav mus rau workstations nrog GPUs tshwj xeeb lossis vam khom tag nrho rau cov kev pabcuam huab.

Ntawm qhov tod tes, nws sim ntxias cov kws tshaj lij tsim khoom thiab cov lag luam tshiab uas xav tau lub platform sim rau embedded AI. Piv rau cov kev daws teeb meem nrog eGPUs lossis NPUs koom ua ke rau hauv cov PCs kev lag luam, lub rooj tsavxwm no muaj cov qauv me me, kev siv hluav taws xob tsawg heev, thiab tus nqi qis dua, txawm hais tias muaj qhov ua tau zoo qis dua li cov platforms kim dua.

Rau cov neeg uas twb muaj kev paub txog thawj AI HAT+ lawm, qhov kev hloov pauv zoo li yooj yim heev: kev koom ua ke nrog cov software uas twb muaj lawm Thiab lub koob yees duab tau tsim los kom zoo zoo kom txo qhov kev hloov pauv tsim nyog. Qhov no yog qhov tseem ceeb rau cov haujlwm uas twb tau ua tiav lawm uas xav kom tau txais txiaj ntsig ntawm kev ua tau zoo dua yam tsis tau sau dua txhua yam.

Ntawm qhov tod tes, cov neeg siv uas tsuas yog nrhiav kev khiav cov qauv lus hauv zos nrog qhov siab tshaj plaws ntawm qhov nco tau tseem yuav pom ib qho Raspberry Pi 5 16GB Yog tsis muaj HAT, xav tias CPU thiab GPU uas sib xyaw ua ke yuav ua txhua yam kev xaus thiab kev siv hluav taws xob yuav siab dua me ntsis.

Hauv ntej, cov khoom siv zoo li tab tom txiav tawm lub niche ua qhov kev daws teeb meem nruab nrab: muaj zog dua thiab yoog tau dua li Raspberry Pi 5 ua haujlwm ib leeg rau qee yam haujlwm AI, tab sis deb ntawm kev ua tau zoo ntawm cov servers lossis GPUs mob siab rau, thiab nrog rau kev tsom mus rau kev siv hluav taws xob tsawg, kev ceev ntiag tug thiab kev tswj tus nqi.

Kev koom ua ke ntawm Hailo software, cov peev txheej, thiab kev txhawb nqa

Los ntawm qhov kev xav ntawm software, Raspberry Pi tau tsom mus rau kev ua kom yooj yim rau cov txheej txheem teeb tsa ntau li ntau tau. AI HAT + 2 txuas ntawm PCIe interface ntawm Raspberry Pi 5 thiab tau lees paub los ntawm lub operating system, tso cai rau AI daim ntawv thov khiav yam tsis muaj cov kauj ruam teeb tsa nyuaj rau cov neeg uas twb paub txog qhov chaw ib puag ncig.

Hailo muab cov neeg siv nrog ib qho chaw khaws ntaub ntawv ntawm GitHub thiab Developer Zone Nws suav nrog cov piv txwv code, cov qauv uas tau teeb tsa ua ntej, cov lus qhia, thiab cov qauv tsim los rau ob qho tib si generative AI thiab computer vision. Nws kuj suav nrog cov cuab yeej rau kev tswj hwm quantization, loading third-party models, thiab optimizing cov workflows tshwj xeeb.

Thaum pib, lub tuam txhab tau muab ntau yam khoom siv cov qauv lus npaj txhij rau kev teeb tsanrog rau kev cog lus tias yuav nthuav cov catalog nrog cov variants loj dua lossis cov uas tau hloov kho rau cov xwm txheej siv tshwj xeeb heev. Ntxiv mus, nws txhawb kom siv cov txheej txheem zoo li LoRa los kho cov qauv rau qhov xav tau ntawm txhua qhov project yam tsis tas yuav cob qhia lawv los ntawm kos rau ntawm cov ntaub ntawv loj heev.

Raws li feem ntau yog qhov teeb meem nrog cov hom kev daws teeb meem no, qhov kev paub tiag tiag yuav nyob ntawm seb theem kev loj hlob ntawm lub software ecosystemQee cov kws tshuaj ntsuam xyuas taw qhia tias tseem muaj chaw rau kev txhim kho hauv cov cuab yeej, kev ruaj khov, thiab kev txhawb nqa rau kev ua tiav ntau tus qauv tib lub sijhawm, tab sis qhov sib txawv hauv Raspberry Pi ecosystem tab tom txav mus rau kev sib koom ua ke zoo dua.

Txawm li cas los xij, txhawm rau tsim cov haujlwm hauv Spain lossis lwm lub tebchaws European, muaj cov ntaub ntawv raug cai, cov piv txwv ua tau zoo thiab lub zej zog nquag ua rau txo qhov teeb meem nkag mus rau kev sim nrog AI embedded thiab generative hauv cov khoom siv pheej yig.

Tus nqi, qhov muaj thiab cov yam ntxwv siv tau hauv Spain thiab Tebchaws Europe

Lub Raspberry Pi AI HAT+ 2 tau tso tawm nrog tus nqi siv piv txwv ntawm $130Hauv Spain thiab lwm qhov ntawm Tebchaws Europe, tus nqi kawg yuav nyob ntawm seb tus nqi pauv nyiaj, se, thiab txoj cai ntawm txhua tus neeg faib khoomYog li ntawd, nws xav tias yuav muaj qhov sib txawv me me ntawm cov khw muag khoom thiab cov tebchaws.

Lub motherboard yog sib xws nrog txhua kab ntawm cov khoom siv. Raspberry Pi 5Txij li cov qauv uas muaj 1GB ntawm RAM mus rau cov qauv uas muaj 16GB, Raspberry Pi uas sib xws tau teeb tsa siv hom ntawv HAT uas paub zoo: nws ntsia hlau rau ntawm lub rooj tsavxwm thiab txuas ntawm GPIO header thiab PCIe interface. Yog li ntawd, cov qauv Raspberry Pi yav dhau los uas tsis muaj qhov interface no raug tshem tawm ntawm daim ntawv teev npe sib xws.

Nyob rau theem pib tom qab tshaj tawm, qee tus kws tshaj lij faib khoom tau tshaj tawm tias Tshuag tsawgQhov no yog kev coj ua niaj hnub nrog cov khoom siv Raspberry Pi uas raug cai. Cov neeg xav tau ib lub tshuab hauv lub sijhawm luv luv yuav tsum tau saib xyuas seb puas muaj los ntawm cov neeg faib khoom European uas tau tso cai thiab cov npe tos.

Ntxiv rau cov khoom siv kho vajtse, qhov kev yuav khoom suav nrog kev nkag mus rau cov ntaub ntawv qhia txog kev siv tshuab thiab cov peev txheej software rau Raspberry Pi thiab Hailo, suav nrog cov piv txwv GitHub, cov lus qhia ib kauj ruam zuj zus, thiab cov ntaub ntawv rau cov neeg tshiab rau embedded AI. Qhov no ua rau nws yooj yim rau cov neeg siv ib leeg thiab cov lag luam me pib sim yam tsis tas yuav nqis peev rau cov cuab yeej tsim kho ntxiv.

Hauv cov teb chaws Europe, qhov twg kev lag luam tau hloov pauv, kev ceev ntiag tug ntawm cov ntaub ntawv Thiab thaum lub zog siv tau zoo zuj zus tuaj, AI HAT+ 2 tau nthuav tawm ua ib daim uas tso cai rau ua cov ntaub ntawv rhiab heev hauv zos txo qhov kev vam khom rau cov chaw khaws ntaub ntawv nyob deb, uas tej zaum yuav nyiam cov thawj coj, SMEs thiab cov neeg tsim khoom ywj pheej uas tab tom nrhiav kev daws teeb meem AI uas tswj tau ntau dua.

Lub Raspberry Pi AI HAT+ 2 tso nws tus kheej ua qhov kev daws teeb meem nruab nrab ntawm huab thiab cov neeg rau zaub mov AI loj: nws muab txoj hauv kev yooj yim los sib xyaw ua ke lub zeem muag computer thiab cov qauv lus sib dua hauv ib lub cuab yeej, ua kom kev siv hluav taws xob tsawg thiab hwm kev ceev ntiag tug, tab sis xav tau rov qab los tsim cov haujlwm. nyob rau hauv cov kev txwv ntawm lub hwj chim thiab kev nco feem ntau ntawm cov khoom siv kho vajtse tsim los rau kev siv hluav taws xob tsawg thiab tus nqi qis.

Tsab xov xwm cuam tshuam:

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Alberto Navarro

Kuv yog ib tus neeg nyiam siv thev naus laus zis uas tau hloov nws txoj kev nyiam "geek" rau hauv txoj haujlwm. Kuv tau siv ntau tshaj 10 xyoo ntawm kuv lub neej siv cov cuab yeej siv thev naus laus zis thiab tinkering nrog txhua yam kev pab cuam tawm ntawm kev xav paub dawb huv. Tam sim no kuv tau tshwj xeeb hauv computer technology thiab video games. Qhov no yog vim ntau tshaj 5 xyoo kuv tau sau rau ntau lub vev xaib ntawm kev siv tshuab thiab kev ua si video, tsim cov ntawv uas nrhiav kom muab cov ntaub ntawv koj xav tau hauv hom lus uas txhua tus neeg nkag siab.

Yog tias koj muaj lus nug, kuv qhov kev paub yog los ntawm txhua yam ntsig txog Windows operating system nrog rau Android rau cov xov tooj ntawm tes. Thiab kuv txoj kev cog lus yog rau koj, Kuv ib txwm kam siv ob peb feeb thiab pab koj daws cov lus nug uas koj muaj nyob hauv lub ntiaj teb no hauv internet.