01
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
Ubuchwepheshe abaqondisiMahhala phakade.
177 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.
177Iziqondiso zamahhala
1Amathrekhi esihloko
~2 minNgomhlahlandlela
~6hIsikhathi sokufunda
Qala lapha
Ezinhlanu izifundo ezisekelwe emiphumeleni
Isifundo ngasinye sihlanganisa imiphumela esobala, amakhono afakwe kumephu, imisebenzi yokuzilolonga, kanye netshe eliyinhloko elisetshenzisiwe.
02
Umsebenzisi we-AI onesibophezelo
Sebenzisa i-AI ngendlela ekhiqizayo kuyilapho uvikela ubumfihlo, ubheka imiphumela, futhi ulondoloza ukuziphendulela komuntu.
03
I-AI emsebenzini
Linganisa izimo zokusetshenziswa kwendawo yokusebenza, sebenzisa abashayeli bezindiza abaphephile, kala inani, futhi uxhumane nezinguquko ngokuzibophezela.
04
Inqubomgomo ye-AI Nomphakathi
Hlaziya izinhlelo ze-AI ngokusebenzisa amalungelo, ukulingana, ukubusa, ukuphepha, kanye nemiphumela yenzuzo yomphakathi.
05
Ukwakha nge-AI Systems
Qonda amamodeli olimi, ukubuyisa, abasebenzeli, ukuhlola, izindleko, nokuvikela ukusetshenziswa ngokuklama kwesistimu okusebenzayo.
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
177 kwe 1019 imihlahlandlela ebonisiwe. Hlunga ngethrekhi noma sesha ngenhla.
Ubuchwepheshe
Ukugcwalisa Ngaphambilini Okuhlukanisiwe kanye Nokusebenza Kwekhodi
I-architecture esebenzayo ehlukanisa ukuchazwa kwemodeli yolimi ibe izigaba ezimbili ezihlukene—ukugcwalisa kuqala nokunquma—futhi iwaqhube kumachibi ahlukene e-GPU.
UbuchwephesheI-LLM Inference Routing kanye Nokulinganisa Komthwalo
Isendlalelo sokulawula esinquma ukuthi iyiphi imodeli efanekiselwa, i-GPU, noma i-backend okufanele isingathe isicelo ngasinye se-LLM engenayo, kanye nendlela yokusabalalisa ithrafikhi ukuze kungabikho iseva eyodwa...
UbuchwephesheI-Tensor Parallelism yamamodeli amakhulu
Indlela yokuhlukanisa izibalo ngaphakathi kwesendlalelo esisodwa se-neural-network kuma-GPU amaningi ukuze imodeli enkulu kakhulu kudivayisi eyodwa isakwazi ukusebenza.
UbuchwephesheUkuzicabangela Kuma-agent Loops
Ukuzicabangela kuvumela umenzeli we-AI ukuthi ahlaziye imiphumela yakhe kanye nezenzo zamaphakathi nomsebenzi, bese ibuyekeza ngokusekelwe kulokho kugxeka.
UbuchwephesheIsihlahla-semicabango Ukubonisana
I-Tree-of-Thiughts ivumela imodeli ukuthi ihlole izindlela eziningi zokucabanga ngokuhambisana, njengamagatsha esihlahla, esikhundleni sokuzibophezela emgqeni owodwa womcabango.
UbuchwephesheIgrafu-ye-Imicabango Ukubonisana
I-Graph-of-Thiughts imodeli yokucabanga njengenethiwekhi lapho imicabango ingahlangana khona, ixhumeke, futhi ixhumeke ngokukhululeka, hhayi nje igatsha.
UbuchwephesheUkungalingani Kwekilasi kanye Nokusampula Kabusha
Ukungalingani kwekilasi yilapho umphumela owodwa udlula kakhulu omunye - njengo-99.9% wemisebenzi esemthethweni uma uqhathaniswa no-0.
UbuchwephesheAma-autoencoder
I-autoencoder iyinethiwekhi ye-neural efunda ukucindezela idatha ibe ikhodi ehlangene bese iyakha kabusha, okuphoqa inethiwekhi ukuthi ithwebule kuphela kakhulu...
UbuchwephesheAmanethiwekhi we-Siamese kanye Nokulahlekelwa Okuthathu
Amanethiwekhi e-Siamese asebenzisa amagatsha amabili noma ngaphezulu afanayo, abelana ngesisindo ukuze afunde ukuthi okokufaka okubili kufana kanjani, kunokuhlukanisa ngalinye.
UbuchwephesheI-Multi-Task Learning
Ukufunda imisebenzi eminingi kuqeqesha imodeli eyodwa ukuthi yenze imisebenzi eminingana ehlobene ngesikhathi esisodwa, yabelane ngezethulo zangaphakathi kuyo yonkana.
UbuchwephesheUkubikezela Okuvumelanayo
Isibikezelo esivumelanayo sigoqa noma iyiphi imodeli ukuze ikhiphe isethi noma isikhawu esiqinisekisiwe ukuthi sizoqukatha impendulo eyiqiniso namathuba akhethiwe, njengo-90%.
UbuchwephesheUkulinganiswa kwamathuba
Ukulinganisa kusho ukuthi amathuba emodeli ashiwo afana neqiniso: uma ithi 70%, umcimbi kufanele wenzeke cishe u-70% wesikhathi.
Uqedile ukufunda? Ake usikhombise sibone.
Hlola okufundile ngombuzo wesihloko, bese uhlola izifundo zethu ezihlelekile noma usebenzela ukuthola isitifiketi. Wonke umhlahlandlela uhlala ukhululekile ukufunda.