I-AI Foundations
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Umtapo wezincwadi we-AI wamahhala
1019 imihlahlandlela yesiNgisi esicacile, izindlela zokufunda ezihlelekile, nomtapo wolwazi ovulekile — wakhiwe inhlangano engenzi nzuzo ye-501(c)(3) ezimele ukuze noma ubani aqonde i-AI yesimanje.
Qala lapha
Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.
Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.
Sebenzisa i-AI ngendlela ekhiqizayo kuyilapho uvikela ubumfihlo, ubheka imiphumela, futhi ulondoloza ukuziphendulela komuntu.
Linganisa izimo zokusetshenziswa kwendawo yokusebenza, sebenzisa abashayeli bezindiza abaphephile, kala inani, futhi uxhumane nezinguquko ngokuzibophezela.
Hlaziya izinhlelo ze-AI ngokusebenzisa amalungelo, ukulingana, ukubusa, ukuphepha, kanye nemiphumela yenzuzo yomphakathi.
Qonda amamodeli olimi, ukubuyisa, abasebenzeli, ukuhlola, izindleko, nokuvikela ukusetshenziswa ngokuklama kwesistimu okusebenzayo.
Amathrekhi esihloko
Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.
Umtapo wolwazi ogcwele
1019 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
Ukujula okuhlukanisekayo kuhlanganisa ukuguquguquka okujwayelekile kube izinyathelo ezimbili ezishibhile, kunqamula inani lokuphindaphinda namapharamitha.
UbuchwephesheAma-convolutions anwetshiwe (okubizwa nangokuthi ama-atrous convolutions) afaka izikhala phakathi kwezisindo zokuhlunga ukuze uhlamvu lumboze indawo enkulu ngaphandle kokwengeza imingcele.
UbuchwephesheUkweqa ukuxhumeka vumela ulwazi lweqe izendlalelo ezidlule, futhi amanethiwekhi emigwaqo enguthelawayeka abe inguqulo yangaphambi kwesikhathi esesangweni yalo mbono.
Ulimi lwe-AII-ELECTRA iyindlela ephumelela kakhudlwana yokuqeqesha amamodeli olimi kusengaphambili ngokuwafundisa ukubona amagama mbumbulu esikhundleni sokuqagela afihliwe.
Ulimi lwe-AII-RoBERTa ibonise ukuthi i-BERT yayingaqeqeshwa kahle kakhulu: ngokulungisa iresiphi esikhundleni sezakhiwo, yabeka amarekhodi ebhentshimakhi amasha.
Ulimi lwe-AII-XLNet ihlanganisa umongo wokuqondiswa kabili we-BERT nokubikezela okuzenzakalelayo kwe-GPT ngokuqeqesha phezu kokuhleleka kwamagama okungahleliwe.
UbuchwephesheUkuzijwayeza kwesizinda kuyisethi yamasu okwenza imodeli eqeqeshwe ohlotsheni olulodwa lwedatha (isizinda somthombo) sisebenze kahle ohlotsheni oluhlukile kodwa oluhlobene lwedatha...
Ulimi lwe-AII-Tree of Thoughts (ToT) iwuhlaka olukhuthazayo oluvumela imodeli yolimi ukuthi ihlole izindlela zokucabanga eziningi ngokuhambisana, njengamagatsha esihlahla, esikhundleni salokho...
Ulimi lwe-AIUkuzivumelanisa ngokwakho kuyisu lokuhlukanisa amasampula amaningi ezindlela zokucabanga ezisuka kumodeli yolimi bese kukhethwa impendulo iningi labo elivumelana ngayo.
OkuyisisekeloI-K-Means iyi-algorithm engagadiwe ehlunga idatha ngokuzenzakalelayo ibe ngamaqembu angu-K ngokuthola izikhungo zeqoqo.
OkuyisisekeloI-K-Nearest Neighbors (KNN) ihlukanisa iphoyinti ledatha elisha ngokubheka izibonelo eziseduze zika-K nokuthatha ivoti leningi.
OkuyisisekeloUkwehla kokuhleleka kubikezela amathuba okuthi okuthile kungokwesigaba, njengogaxekile noma hhayi ugaxekile, ngokukhipha isamba esinesisindo ngejika elimise okuka-S.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.