Mau oyamba a Statistical Learning mu Gawo la Zinthu Zolumikizidwa
M'dziko lomwe likusintha nthawi zonse, zinthu zolumikizidwa zadzipanga kukhala zofunikira pa moyo wathu watsiku ndi tsiku. Zipangizozi, zomwe ndi gawo lofunika kwambiri la intaneti ya Zinthu (IoT), zimatha kusonkhanitsa, kukonza ndi kutumiza deta pawokha. M'nkhaniyi, kuphunzira ziwerengero kumatsimikizira kukhala chida chamtengo wapatali, kulola kusanthula ndi kutanthauzira kuchuluka kwa deta yopangidwa.
M'maphunzirowa, mufufuza zoyambira zowerengera zomwe zimagwiritsidwa ntchito pazinthu zolumikizidwa. Mudzaphunziranso mfundo zazikuluzikulu monga kusonkhanitsa deta, ma algorithms ophunzirira ndi njira zowunikira, zomwe ndizofunikira kuti mumvetsetse momwe zida zanzeruzi zimagwirira ntchito ndikulumikizana ndi chilengedwe.
Tidzawonetsanso ubwino ndi zovuta zomwe zimagwirizanitsidwa ndi kuphatikizika kwa maphunziro owerengera m'munda wa zinthu zolumikizidwa, motero timapereka malingaliro oyenerera komanso osagwirizana pa mutu wamakonowu.
Choncho, podutsa mu maphunzirowa, owerenga adzapeza kumvetsetsa mozama za mfundo zoyambira zomwe zimayenderana ndi madera awiriwa.
Kuzama Njira Zowerengera mu IoT
Lowani mozama mumikhalidwe yogwiritsira ntchito njira zowerengera pazinthu zolumikizidwa. Ndikofunika kuzindikira kuti kusanthula deta kuchokera kuzipangizozi kumafuna njira yamitundu yambiri, kuphatikizapo luso lachiwerengero komanso kumvetsetsa kwakukulu kwa matekinoloje a IoT.
Mudzafufuza mitu monga kugawa, kubwereranso ndi kusonkhanitsa, zomwe zimagwiritsidwa ntchito kwambiri kuti mutenge zambiri zamtengo wapatali kuchokera ku deta yosonkhanitsidwa. Kuonjezera apo, mavuto enieni omwe amakumana nawo posanthula deta yapamwamba amakambidwa, ndi momwe angawathetsere pogwiritsa ntchito njira zapamwamba zowerengera.
Kuphatikiza apo, maphunziro a zochitika zenizeni amawunikiranso, kuwonetsa momwe makampani ndi mabungwe amagwiritsira ntchito maphunziro owerengera kuti apititse patsogolo magwiridwe antchito azinthu zawo zolumikizidwa, kukonza magwiridwe antchito ndikupanga mwayi watsopano wamabizinesi.
Mwachidule, mitu ingapo ya maphunzirowa ikufuna kupatsa owerenga malingaliro omveka bwino a momwe angagwiritsire ntchito mawerengedwe owerengera m'munda wa zinthu zolumikizidwa, ndikuwunikira zomwe zikuchitika komanso zam'tsogolo zomwe zimapanga gawo lamphamvuli.
Malingaliro Amtsogolo ndi Zatsopano Pagawo la Zinthu Zolumikizidwa
Ndikofunikira kuyang'ana zam'tsogolo ndikuganiziranso zatsopano zomwe zingasinthe mawonekedwe azinthu zolumikizidwa. Mu gawo ili la maphunzirowa, muyang'ana kwambiri zomwe zikuchitika komanso kupita patsogolo kwaukadaulo komwe kumalonjeza kusintha momwe timalumikizirana ndi dziko lotizungulira.
Choyamba, mudzawona zotsatira zakuphatikiza nzeru zamakono (AI) ndi kuphunzira pamakina mumayendedwe a IoT. Kuphatikizana uku kumalonjeza kupanga zida zanzeru komanso zodziyimira pawokha, zomwe zimatha kupanga zisankho popanda kulowererapo kwa anthu. Mukambirananso zovuta zamakhalidwe ndi chitetezo zomwe zingabweretse.
Kenako, mufufuza mwayi womwe matekinoloje a blockchain angapereke m'derali, makamaka pankhani yachitetezo cha data komanso kuwonekera. Muonanso momwe intaneti ya Zinthu ingakhudzire mizinda yanzeru yam'tsogolo, komwe kulumikizana kulikonse kungathandize kasamalidwe kabwino kazinthu komanso moyo wabwino kwa onse.
Pomaliza, gawo ili la maphunzirowa likufuna kukulitsa chiwongolero chanu pokudziwitsani za ziyembekezo zosangalatsa zamtsogolo komanso zatsopano zomwe zingachitike pazinthu zolumikizidwa. Mwa kuyang'anitsitsa zam'tsogolo, tikhoza kukonzekera bwino ndikusintha njira zathu kuti tigwiritse ntchito bwino mwayi umene umapezeka.
