Umtapo wezincwadi we-AI wamahhala

Funda i-AI.Mahhala phakade.

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.

1019Iziqondiso zamahhala

9Amathrekhi esihloko

~2 minNgomhlahlandlela

~34hIsikhathi sokufunda

Qala lapha

Ezinhlanu izifundo ezisekelwe emiphumeleni

Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.

I-AI Foundations

Qonda ukuthi iyini i-AI, ukuthi amasistimu afunda kanjani, lapho ehluleka khona, kanye nendlela yokwahlulela izimangalo ngaphandle kokukhohlisa.

~4h ukuqedelaBuka inkambo

Umsebenzisi we-AI onesibophezelo

Sebenzisa i-AI ngendlela ekhiqizayo kuyilapho uvikela ubumfihlo, ubheka imiphumela, futhi ulondoloza ukuziphendulela komuntu.

~5h ukuqedelaBuka inkambo

I-AI emsebenzini

Linganisa izimo zokusetshenziswa kwendawo yokusebenza, sebenzisa abashayeli bezindiza abaphephile, kala inani, futhi uxhumane nezinguquko ngokuzibophezela.

~6h ukuqedelaBuka inkambo

Inqubomgomo ye-AI Nomphakathi

Hlaziya izinhlelo ze-AI ngokusebenzisa amalungelo, ukulingana, ukubusa, ukuphepha, kanye nemiphumela yenzuzo yomphakathi.

~6h ukuqedelaBuka inkambo

Ukwakha nge-AI Systems

Qonda amamodeli olimi, ukubuyisa, abasebenzeli, ukuhlola, izindleko, nokuvikela ukusetshenziswa ngokuklama kwesistimu okusebenzayo.

~8h ukuqedelaBuka inkambo

Amathrekhi esihloko

Phequlula ngethrekhi

Gxumela endaweni oyikhathalelayo. Wonke amathrekhi anemihlahlandlela eminingi yesiNgisi esilula.

OkuyisisekeloImiqondo eyinhloko: ukuthi i-AI isebenza kanjani ezingeni eliphezulu.84 abaqondisi Ulimi lwe-AIAma-LLM, i-NLP, i-ChatGPT, ukwaziswa, nokuqonda umbhalo.155 abaqondisi I-AI ebonakalayoUkwakhiwa kwesithombe, umbono wekhompyutha, ividiyo, kanye nomklamo.133 abaqondisi Umsindo we-AIIzwi, umculo, i-podcasting, kanye ne-AI yokuqala yomsindo.117 abaqondisi IzinkampaniAmaphrofayili we-OpenAI, Anthropic, Google, Meta, nokunye.121 abaqondisi Izinhlelo zokusebenzaIvela kanjani i-AI ekubhaleni amakhodi, usesho, ama-ejenti, nempilo yansuku zonke.111 abaqondisi IzimboniI-AI kwezokunakekelwa kwempilo, ezezimali, imfundo, amandla, nokuningi.91 abaqondisi UbuchwephesheAma-chips, ukulungisa kahle, i-RAG, ama-vector, nengqalasizinda ye-AI.177 abaqondisi UmphakathiUkuchema, ubumfihlo, i-copyright, ukuphepha, nekusasa le-AI.30 abaqondisi

Umtapo wolwazi ogcwele

Zonke iziqondiso

1019 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.

Ubuchwepheshe

I-Linear Probing kanye Nokuhlola Isici Esiqandisiwe

Ukuhlola komugqa ukuthi kuhle kangakanani izethulo zangaphakathi zemodeli eqeqeshwe kusengaphambili ngokumisa inethiwekhi nokuqeqesha kuphela isihlukanisi esilula somugqa phezulu.

2 min fundaFunda

Ulimi lwe-AI

Ukuqinisekiswa Kwesampula Okuqagelwayo

Amasampula aqagelayo asheshisa ukwakhiwa kwemodeli yolimi ngokuvumela imodeli encane 'esalungiswa' iqagele amathokheni ambalwa ngaphambili, bese iqinisekisa imodeli enkulu...

2 min fundaFunda

Ulimi lwe-AI

Isampula-Esekelwe Entropy

Isampula esekwe ku-Entropy ishintsha indlela i-LLM ekhetha ngayo ithokheni yayo elandelayo ngokusekelwe ekutheni imodeli ayinasiqiniseko kangakanani ngaleso sikhathi.

2 min fundaFunda

Ubuchwepheshe

I-DenseNet kanye Nokuxhumana Okuminyene

I-DenseNet iyinethiwekhi yokuguqula lapho ungqimba ngalunye luthola amamephu wesici azo zonke izendlalelo ezandulele njengokufakwayo.

2 min fundaFunda

Ubuchwepheshe

I-Bottleneck Architectures

I-bottleneck architecture iminyanisa idatha ngesendlalelo esimaphakathi esincane esincane ngaphambi kokuyinweba futhi, okuphoqa inethiwekhi ukuthi ifunde ukubumbana, ukusebenza kahle...

2 min fundaFunda

Ubuchwepheshe

Ukuqoqwa kweGradient

Ukuqoqwa kwe-Gradient kukuvumela ukuthi ulingise usayizi weqoqo elikhulu kumemori ye-GPU elinganiselwe ngokufingqa ama-gradient kuma-mini-batches ambalwa ngaphambi kokubuyekeza...

2 min fundaFunda

Okuyisisekelo

Ukuma Kwangaphambi kwesikhathi

Ukuma kusenesikhathi kuyindlela yokwenza njalo emisa ukuqeqeshwa kwemodeli lapho ukusebenza kwesikhashana kudatha yokuqinisekisa ebanjiwe kuyeka ukuba ngcono.

2 min fundaFunda

Ubuchwepheshe

Ukuphoqa Othisha Kumamodeli Alandelanayo

Ukuphoqa kukathisha iqhinga lokuqeqesha lamamodeli alandelanayo lapho ithokheni yangempela yangaphambilini, hhayi ukuqagela kwemodeli ngokwayo, ifakwa njengokufakwayo okulandelayo.

2 min fundaFunda

Ubuchwepheshe

Ukuthatha Isampula Okuhleliwe kanye Nokuchema Kokuvezwa

Ukuchema kokuchayeka igebe elivelayo lapho imodeli eqeqeshelwe kuphela iziqalo eziphelele kufanele, ngokucabangela, imise emiphumeleni yayo engaphelele.

2 min fundaFunda

Ubuchwepheshe

Ukulahlekelwa Okugxile Kokutholwa Okungalingani

Ukulahlekelwa okugxilwe kukho kuwumsebenzi wokulahlekelwa okushintshiwe okwenza izibonelo ezilula zokunciphisa isisindo ukuze umtshina ukwazi ukugxila kokuqinile, okungajwayelekile.

2 min fundaFunda

Okuyisisekelo

Ukwehla kwe-Stochastic Gradient nge-Momentum

I-Momentum iyi-tweak eya ekwehleni kwe-gradient enqwabelanisa isilinganiso esisebenzayo sama-gradient adlule, ivumela ukuthuthukiswa kugeleze ngokushesha ezigodini futhi kunciphe…

2 min fundaFunda

Okuyisisekelo

I-Nesterov i-Accelerated Gradient

I-Nesterov Accelerated Gradient (NAG) iwuhlobo lomfutho ohlakaniphe kakhudlwana olubheka phambili ngaphambi kokwenza ikhompuyutha igradient, ikunikeza ukubheka phambili okulungisayo.

2 min fundaFunda

Uqedile ukufunda? Ake usikhombise sibone.

Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.

Hlola okufundile Thola isitifiketi Nikela Funda inhloso yethu