ʻO ke aʻo ʻana o ka mīkini (ML) kahi kahua o Artificial Intelligence (AI) i hoʻolaʻa ʻia i ka hoʻomohala ʻana i nā algorithm e hiki ke aʻo ʻokoʻa mai ka ʻikepili me ka ʻole o ka hoʻolālā ʻia ʻana. ʻO ia kekahi o nā wahi hoʻohiki nui loa o AI a he hopena koʻikoʻi ma waena o nā ʻano hana like ʻole, me ka mālama olakino, kālā, kaʻa, a me nā hale kūʻai.
ʻElua ʻano nui o ML: ʻO ke aʻo ʻana i mālama ʻia a me ke aʻo ʻole ʻia. Ma ke aʻo ʻana i mālama ʻia, hāʻawi ʻia ka algorithm me kahi pūʻulu ʻikepili i kapa ʻia, ʻo ia hoʻi, ka ʻikepili me nā pane pololei. Aʻo ka algorithm e hoʻopili i nā mea hoʻokomo me nā hua kūpono. I ke aʻo ʻole ʻia, ʻaʻohe lepili o ka algorithm. Pono ʻoe e aʻo e ʻimi iā ʻoe iho i nā mamana i ka ʻikepili.
ʻO kekahi o nā algorithms Machine Learning kaulana loa:
- Hoʻihoʻi laina
- lāʻau hoʻoholo
- Pūnaewele neural
- mīkini kākoʻo vector
Hiki ke hoʻohana ʻia kēia mau algorithms e hoʻoponopono i nā pilikia ākea, e like me:
- Hōʻuluʻulu
- Ka hoʻi hou ʻana
- hoʻokaʻawale pūʻulu
- aʻo hohonu
He mea hana ikaika kēia i hiki ke hoʻololi i nā ʻoihana he nui. Ke lilo nei ka ML algorithms i mea maʻalahi, hiki iā mākou ke manaʻo e ʻike i nā noi hou aʻe i ka wā e hiki mai ana.
Pehea ka hana ʻana o ka Machine Learning?
Hana ʻo ML ma ka hoʻohana ʻana i ka ʻikepili e hoʻomaʻamaʻa i kahi algorithm. Aʻo ka algorithm e hoʻopili i nā mea hoʻokomo me nā huahana mai ka ʻikepili. Ke aʻo ʻia ka algorithm, hiki ke hoʻohana ʻia e hana i nā wānana i nā ʻikepili hou.
No ka laʻana, hiki ke hoʻomaʻamaʻa ʻia kahi algorithm Machine Learning e ʻike i nā pōpoki i nā kiʻi. E hoʻomaʻamaʻa ʻia ka algorithm ma kahi ʻikepili o nā kiʻi pōpoki a me nā kiʻi ʻole. E aʻo ana ka algorithm e ʻike i nā hiʻohiʻona o nā kiʻi pōpoki, e like me ke ʻano o ke poʻo, nā maka, a me ka huelo. Ke aʻo ʻia ka algorithm, hiki ke hoʻohana ʻia e ʻike i nā pōpoki i nā kiʻi hou.
He aha nā pōmaikaʻi o ka Machine Learning?
Nui nā pōmaikaʻi. ʻO kekahi o nā pōmaikaʻi nui loa:
- Automation: Hiki iā ML ke hoʻokaʻawale i nā hana he nui i hana ʻia e nā kānaka. Hiki i kēia ke hoʻokuʻu i ka manawa a me nā kumuwaiwai no nā kānaka e nānā i nā hana hoʻolālā.
- Pono: Hiki ke ʻoi aku ka pololei o ka ML ma mua o nā ʻano loiloi kuʻuna. ʻO kēia no ka mea hiki ke aʻo ʻia ka mīkini mai ka ʻikepili a hoʻoponopono i kāna mau wānana e pili ana i ka ʻikepili hou.
- Pono: ʻoi aku ka maikaʻi o ka ML ma mua o nā ʻano loiloi kuʻuna. ʻO kēia no ka mea hiki i ka Machine Learning ke hoʻoponopono i ka nui o ka ʻikepili me ka wikiwiki a me ka maikaʻi.
- Hana Hou: Hiki iā ML ke kōkua i ka hoʻāla ʻana i nā manaʻo hou a me nā mea hou. ʻO kēia no ka mea hiki ke aʻo ʻia ka mīkini mai ka ʻikepili a loaʻa nā ʻano i ʻike ʻole ʻia e ke kanaka.
He aha nā pilikia o ka Machine Learning?
He nui nō hoʻi nā pilikia o ka Machine Learning. ʻO kekahi o nā pilikia nui loa:
- Loaʻa ka ʻikepili: Pono ka MLearning i ka nui o ka ʻikepili e hoʻomaʻamaʻa i nā algorithms. He mea paʻakikī paha ka loaʻa ʻana o ka ʻikepili kūpono, ʻoi aku ka paʻakikī o ka ʻikepili i hūnā ʻia a pale ʻia paha e ke kope kope.
- Ka paʻakikī o ka ʻikepili: Hiki ke paʻakikī a paʻakikī ka ʻikepili. He mea paʻakikī kēia i ka hoʻomaʻamaʻa ʻana i nā algorithm MLearning pololei.
- Ka wehewehe ʻana i nā hopena: Paʻakikī paha kāu mau hopena e wehewehe. ʻO kēia no ka mea hiki i nā MLearning algorithm ke aʻo i nā hiʻohiʻona i ʻike ʻole ʻia e ke kanaka.
ʻOiai nā pilikia, ʻo ML kahi ʻenehana me ka mana nui no ka hopena maikaʻi i ka honua. I ka lilo ʻana o nā algorithm aʻoaʻo mīkini ʻoi aku ka maʻalahi, hiki iā mākou ke manaʻo e ʻike i nā noi hou aʻe i ka wā e hiki mai ana.
Pehea e hiki ai iaʻu ke aʻo hou aʻe e pili ana i ka Machine Learning?
Inā makemake ʻoe e aʻo hou e pili ana i kēia, nui nā kumuwaiwai i loaʻa. Hiki iā ʻoe ke loaʻa nā puke, nā ʻatikala, nā haʻawina pūnaewele a me nā haʻawina. Hiki iā ʻoe ke ʻike i nā kaiāulu mea hoʻohana a me nā ʻaha kūkā kahi e hiki ai iā ʻoe ke aʻo mai nā poʻe ʻē aʻe i makemake i ka Machine Learning.
Inā makemake ʻoe e aʻo hou aku, manaʻo mākou e hoʻomaka me nā kumu. E aʻo e pili ana i nā ʻano like ʻole o ka mīkini aʻo algorithm, pehea lākou e hana ai, a pehea e hiki ai ke hoʻohana ʻia e hoʻoponopono i nā pilikia. Ke loaʻa iā ʻoe kahi ʻike kumu o nā kumu, hiki iā ʻoe ke hoʻomaka e aʻo e pili ana i nā noi kikoʻī.
He aha nā ʻano like ʻole o ke aʻo ʻana i ka mīkini?
ʻElua ʻano nui o ke aʻo ʻana i ka mīkini: ke aʻo ʻana i mālama ʻia a me ke aʻo ʻole ʻia.
Ke aʻo ʻana i luna ʻia
Ma ke aʻo ʻana i mālama ʻia, hāʻawi ʻia ka algorithm me kahi pūʻulu ʻikepili i kapa ʻia, ʻo ia hoʻi, ka ʻikepili me nā pane pololei. Aʻo ka algorithm e hoʻopili i nā mea hoʻokomo me nā hua kūpono.
Ke Aʻo Kākoʻo ʻole ʻia
I ke aʻo ʻole ʻia, ʻaʻohe lepili o ka algorithm. Pono ʻoe e aʻo e ʻimi iā ʻoe iho i nā mamana i ka ʻikepili. No ka laʻana, hiki ke aʻo ʻia kahi algorithm aʻo ʻole i mālama ʻia e hui pū i nā mea kūʻai aku i nā ʻāpana like ʻole. E aʻo ka algorithm e ʻimi i nā mamana i ka ʻikepili o ka mea kūʻai aku, e like me ko lākou makahiki, loaʻa kālā, a me ko lākou wahi. Ke aʻo ʻia ka algorithm, hiki ke hoʻohana ʻia e hui pū i nā mea kūʻai aku i nā ʻano like.
He aha kekahi o nā noi aʻo Mīkini?
Hoʻohana ʻia ʻo ML ma kahi ākea o nā ʻoihana, me ka mālama olakino, kālā, kaʻa, a me nā hale kūʻai. ʻO kekahi o nā polokalamu kaulana loa:
- Hōʻuluʻulu: Hiki ke hoʻohana ʻia ke aʻo ʻana no ka hoʻokaʻawale ʻana i ka ʻikepili i loko o nā ʻāpana like ʻole. No ka laʻana, hiki ke hoʻohana ʻia kahi algorithm Machine Learning e hoʻokaʻawale i nā kiʻi o nā pōpoki a me nā ʻīlio.
- Ka hoʻi hou ʻana: Hiki ke hoʻohana ʻia ke aʻo ʻana e wānana i nā waiwai mau. No ka laʻana, hiki ke hoʻohana ʻia kahi mīkini aʻo algorithm e wānana i ke kumukūʻai o ke kumukūʻai a i ʻole ka pau ʻana o ka mea kūʻai aku i ka mea kūʻai.
- Huihui: Hiki ke hoʻohana ʻia ke aʻo M no ka hui pū ʻana i nā ʻikepili i nā ʻāpana like ʻole. No ka laʻana, hiki ke hoʻohana ʻia kahi algorithm Machine Learning e hui pū i nā mea kūʻai aku i nā ʻāpana like ʻole e pili ana i ko lākou ʻano.
- aʻo hohonu: Hiki ke hoʻohana ʻia ke aʻo ʻana i ka mīkini e kūkulu i nā hiʻohiʻona hiki ke aʻo mai ka nui o ka ʻikepili. No ka laʻana, hiki ke hoʻohana ʻia kahi algorithm aʻo hohonu e ʻike i nā kiʻi maʻi maʻi umauma ma nā mammograms.
He aha kekahi o nā ʻano MLearning no ka wā e hiki mai ana?
ʻO kekahi o nā ʻano aʻoaʻo Mīkini no ka wā e hiki mai ana:
- Ke piʻi nei ka hoʻohana ʻana i ka ʻikepili nui: Pono nā ʻikepili nui e hoʻomaʻamaʻa i nā algorithms. I ka lilo ʻana o ka honua i nā kikohoʻe, ua hoʻonui ʻia ka ʻikepili. Ke hana nei kēia i nā manawa hou no ka hoʻohana ʻana.
- Ke kūkulu ʻana i nā algorithms hou: ke hoʻomohala mau nei nā mea noiʻi i nā algorithm aʻo Mīkini hou. ʻOi aku ka pololei a me ka maikaʻi o kēia mau algorithm hou ma mua o nā algorithms mua.
- Su hoʻohana i nā kahua hou: Hoʻohana ʻia ke aʻo ʻana i ka mīkini ma nā ʻano ākea ākea, me ka mālama olakino, kālā, kaʻa, a me nā hale kūʻai. Ke lilo nei ka ʻenehana i mea maʻalahi, hiki iā mākou ke manaʻo e ʻike i kona hoʻohana ʻana i nā kahua hou.
He ʻenehana ikaika ʻo MLearning i hiki ke hoʻololi i nā ʻoihana he nui. Ke lilo nei kēia mau algorithms i mea maʻalahi, hiki iā mākou ke manaʻo e ʻike i nā noi hou aʻe i ka wā e hiki mai ana.