Kuphunzira mwakuya: Magawo angapo akuya akuphunzira pamakina

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Kuphunzira mwakuya: Magawo angapo akuya akuphunzira pamakina

Kuphunzira mwakuya: Magawo angapo akuya akuphunzira pamakina

Mutu waung'ono mawu
Kuphunzira mozama kwapangitsa kuti kusokonezeke kosiyanasiyana monga kusanthula ndi kusanthula deta, kuthandiza AI kukhala yanzeru kuposa kale.
    • Author:
    • Dzina la wolemba
      Quantumrun Foresigh
    • September 9, 2022

    Chidule cha chidziwitso

    Kuphunzira mozama (DL), mtundu wa kuphunzira pamakina (ML), kumakulitsa luso laukadaulo (AI) pophunzira kuchokera ku data m'njira zofanana ndi momwe ubongo wamunthu umagwirira ntchito. Imagwiritsidwa ntchito m'magawo osiyanasiyana, kuyambira pakulimbikitsa magalimoto odziyimira pawokha komanso matenda aumoyo mpaka kulimbikitsa ma chatbots ndikuwongolera njira zachitetezo cha cyber. Kuthekera kwaukadaulo kumagwira ntchito zovuta, kusanthula ma data ambiri, ndi kulosera mwanzeru kukupanga mafakitale ndikudzutsa mikangano yamakhalidwe, makamaka pakugwiritsa ntchito deta komanso zinsinsi.

    Kuphunzira mozama

    Kuphunzira mozama ndi mtundu wa ML womwe ndi maziko a mapulogalamu ambiri a AI. DL ikhoza kuthandizira ndi ntchito zamagulu mwachindunji kuchokera pazithunzi, zolemba, kapena mawu. Itha kusanthula deta ndi kulumikizana kwa zida, kuthandiza ndi maloboti odziyendetsa okha ndi magalimoto odziyendetsa okha, ndikufufuza zasayansi. DL ikhoza kuthandizira kuzindikira machitidwe ndi machitidwe ndikupanga maulosi olondola kwambiri. Tekinoloje iyi imathanso kulumikizana ndi zida zamakono, monga mafoni am'manja ndi zida za Internet of Things (IoT). 

    DL imagwiritsa ntchito maukonde opangira ma neural kuti athandizire ntchito zofanana ndi chilankhulo chachilengedwe (NLP) kapena masomphenya apakompyuta ndi kuzindikira mawu. Ma Neural network athanso kupereka malingaliro okhudzana ndi zomwe zimapezeka mumainjini osakira ndi masamba a e-commerce. 

    Pali njira zinayi zazikulu zophunzirira mwakuya:

    • Maphunziro oyang'aniridwa (zolembedwa zolembedwa).
    • Maphunziro osayang'aniridwa pang'ono (zolemba zolembedwa semi-labele).
    • Maphunziro osayang'aniridwa (palibe zilembo zofunika).
    • Kuphunzira kulimbikitsa (ma algorithms amalumikizana ndi chilengedwe, osati zitsanzo chabe).

    Munjira zinayi izi, kuphunzira mozama kumagwiritsa ntchito maukonde a neural pamigawo ingapo kuti aphunzire mobwerezabwereza kuchokera ku data, zomwe zimakhala zopindulitsa mukamayang'ana machitidwe muzambiri zosalongosoka. 

    Ma neural network pophunzira mwakuya amatsanzira momwe ubongo wamunthu umapangidwira, ndi ma neuron ndi ma node osiyanasiyana omwe amalumikizana ndikugawana zambiri. Pophunzira mozama, vutolo ndilovuta kwambiri, zigawo zobisika kwambiri zidzakhala mu chitsanzo. Mtundu uwu wa ML ukhoza kuchotsa zinthu zapamwamba kuchokera kuzinthu zambiri zakuda (zazikulu). 

    DL ikhoza kuthandizira pamene vutolo ndi lovuta kwambiri kuganiza za anthu (mwachitsanzo, kusanthula maganizo, kuwerengera masamba a masamba) kapena nkhani zomwe zimafuna mayankho atsatanetsatane (mwachitsanzo, umunthu, biometrics). 

    Zosokoneza

    Kuphunzira mozama ndi chida champhamvu kwa mabungwe omwe akufuna kugwiritsa ntchito deta kuti apange zisankho zambiri. Mwachitsanzo, ma neural network amatha kuwongolera matenda azachipatala powerenga zambiri zamatenda omwe alipo ndi machiritso awo, kuwongolera kasamalidwe ka odwala ndi zotsatira zake. Mapulogalamu ena amabizinesi akuphatikiza kuwona pakompyuta, kumasulira kwa zilankhulo, kuzindikira mawonekedwe, ndi maulalo ochezera (UI) monga ma chatbots ndi othandizira.

    Kutengera kofala kwa kusintha kwa digito ndi kusamuka kwamtambo ndi mabungwe kumabweretsa zovuta zatsopano zachitetezo cha pa intaneti, pomwe matekinoloje a DL amatha kutenga gawo lofunikira pakuzindikira ndikuchepetsa ziwopsezo zomwe zingachitike. Pamene mabizinesi akuchulukirachulukira kutengera njira zamitundu yambiri ndi zosakanizidwa kuti akwaniritse zolinga zawo za digito, zovuta zamagawo a IT, kuphatikiza zida zaukadaulo wazidziwitso zamabungwe kapena anthu, zakula kwambiri. Kuvuta kukukulaku kumafuna mayankho apamwamba kuti azitha kuyang'anira bwino, kutetezedwa, ndi kukhathamiritsa madera osiyanasiyana komanso ovuta a IT.

    Kukula kwa madera a IT ndi kupitiliza chitukuko chabungwe kumapereka mphamvu komanso kutsika mtengo komwe kumafunikira kuti mukhalebe opikisana komanso kumapangitsanso kubwerera kumbuyo kovutirapo kuyang'anira ndikuteteza moyenera. DL ikhoza kuthandizira kuzindikira machitidwe achilendo kapena osokonekera omwe angakhale chizindikiro cha kuyesa kuyesera. Izi zitha kuteteza zida zofunika kuti zisalowereredwe.

    Zotsatira za kuphunzira mozama

    Zotsatira zazikulu za DL zingaphatikizepo: 

    • Magalimoto odziyimira pawokha omwe amagwiritsa ntchito kuphunzira mozama kuti athe kuyankha bwino pazochitika zachilengedwe, kukonza zolondola, chitetezo, komanso kuchita bwino.
    • Mikangano yokhudzana ndi momwe ma data a biometric (monga mawonekedwe a nkhope, mawonekedwe a maso, DNA, mawonekedwe a zala) amasonkhanitsidwa ndikusungidwa ndi Big Tech.
    • Kuyanjana kwachilengedwe pakati pa anthu ndi makina kumayenda bwino (mwachitsanzo, kugwiritsa ntchito zida zanzeru ndi zobvala).
    • Makampani a Cybersecurity omwe amagwiritsa ntchito kuphunzira mozama kuti azindikire zofooka muzinthu za IT.
    • Makampani omwe amagwiritsa ntchito ma analytics osiyanasiyana olosera kuti apititse patsogolo malonda ndi ntchito ndikupereka mayankho okhazikika kwa makasitomala.
    • Maboma amakonza nkhokwe za anthu kuti akwaniritse bwino ntchito za anthu, makamaka m'magawo a matauni.

    Mafunso oyenera kuwaganizira

    • Kodi kuphunzira mozama kungathandize bwanji makampani ndi maboma kuchita zinthu mwachangu pamikhalidwe yosiyanasiyana?
    • Ndi zoopsa zina ziti kapena maubwino ogwiritsira ntchito kuphunzira mwakuya ndi chiyani?

    Maumboni anzeru

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