La guddiga horumarinta arduino Waxay u ogolaataa kumanaan iyo kumanaan mashruucyo kala duwan ah in la sameeyo, xadka ayaa si ficil ah u ah male-awaalka sameeye kasta, inkastoo ay sidoo kale leedahay xaddidaadyo jireed, sida xusuusta, awoodda wax-qabadka, iwm. Si kastaba ha ahaatee, waxaa jira alaabooyin iyo mashruucyo badan oo dheeraad ah si ay u kordhiyaan awoodooda si aad iyo aad u badan, sida kiiska soo bandhigida cusub ee AIFES.
Hadda, mahad mashruucan abuuray by Fraunhofer IMS ee Arduino, looxa isha furan wuxuu ka koobnaan doonaa a Qaabka sirdoonka macmalka ah (AI) ee lagu qorsheeyay C, iyadoo la adeegsanayo maktabadaha isku-darka GNU GCC ee caadiga ah. Isticmaalayaashu hadda waxay awoodi doonaan inay ku daraan AIfES mashruucooda Arduino oo ay isku daraan ka maamulaha maktabadda Laga soo bilaabo IDE si aad ugu isticmaasho horumarkaaga, adoo siinaya suurtogalnimada isticmaalka algorithms barashada mashiinka xitaa kontaroolayaasha yaryar sida looxa Arduino UNO 8-waxoogaa
Tani waxay u oggolaan doontaa horumariyayaashu inay abuuraan aalado badan oo IoT ah (internet of Things) kuwaas oo ka madax bannaan daruuraha oo noqon kara caqli badan, oo ixtiraam weyn u leh sirtaada, maadaama howlaha lagu fulin karo khadka tooska ah guddiga Arduino iyada oo aan loo baahnayn. in lagu tiirsado adeegyada fogfog. Intaa waxaa dheer, mashruuca AIfES ayaa hoos lagu bilaabay GNU GPLv3 shatiga, markaa gabi ahaanba waa bilaash, inkasta oo ay ogolaato shatiga lacag bixinta mashaariicda ganacsiga.
AIFES aad ayey ugu egtahay oo waa la jaan qaadi kartaa Qaab dhismeedka Python ML sida kiiska TensorFlow, Keras ama PyTorch, laakiin shaqadeeda xoogaa waa la dhimay. Si kastaba ha ahaatee, noocaan la sii daayay FNN (Feedforward Neural Networks) ayaa horeyba loo taageeray, marka lagu daro waxay sidoo kale u ogolaaneysaa hawlgelinta hawlaha isku dhafan sida ReLu, Sigmoid, ama Softmax. Dhanka kale, horumariyayaashu waxay ka shaqeynayaan inay keenaan mustaqbalka sidoo kale hirgelinta ConvNet (Convolutional Neural Networks), oo laga yaabo inayna qaadan waqti dheer in la yimaado.
Qaar ayaa sidoo kale lagu daray algorithms tababarka caadi ah, sida SGD (Gradient Descent Optimizer) iyo Adam Optimizer, iyo kuwo kale. Waxaan ula jeedaa, 8-bit MCU, ma xuma gabi ahaanba ...