Umtapo wezincwadi we-AI wamahhala

Ulimi lwe-AI abaqondisiMahhala phakade.

155 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.

155Iziqondiso zamahhala

1Amathrekhi esihloko

~2 minNgomhlahlandlela

~5hIsikhathi 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

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

Ulimi lwe-AI

I-Kahneman-Tversky Optimization

I-Kahneman-Tversky Optimization (i-KTO) iyindlela yokuqondanisa efunda kumalebula alula wokukhomba phezulu noma ngezithupha esikhundleni sokuqhathanisa okubhanqiwe.

2 min fundaFunda

Ulimi lwe-AI

Ukwenqaba Isampula Ukushuna Kahle

I-Rejection Sampling Fine-Tuning (RFT) ikhiqiza izimpendulo eziningi zekhandidethi, igcina kuphela ezinamagoli amahle kakhulu, futhi iphinda iqeqeshe imodeli kulabo abawinile.

2 min fundaFunda

Ulimi lwe-AI

Amamodeli Womvuzo Wenqubo

Amamodeli womvuzo wenqubo (ama-PRM) athola isinyathelo ngasinye somcabango we-AI kunempendulo yokugcina kuphela.

2 min fundaFunda

Ulimi lwe-AI

Ukuhlanganiswa Kwama-ejenti

I-Mixture-of-Agents (MoA) yindlela lapho amamodeli ezilimi amaningana abhala khona izimpendulo bese imodeli yesihlanganisi ihlanganisa imibono yayo engcono kakhulu ibe eyodwa ethuthukisiwe...

2 min fundaFunda

Ulimi lwe-AI

Izendlalelo ze-adaptha zokudlulisa

Izendlalelo ze-adaptha zingamamojula amancane aqeqeshekayo afakwe kumodeli eqandisiwe eqeqeshwe kusengaphambili, akuvumela ukuthi uzivumelanise nemisebenzi emisha ngokubuyekeza amaphesenti ambalwa kuphela...

2 min fundaFunda

Ulimi lwe-AI

I-Multi-Head Latent Attention

I-Multi-Head Latent Attention (MLA) iyindlela yokunaka, eyethulwe ku-DeepSeek-V2, ecindezela inqolobane yenani lokhiye olambele inkumbulo ibe yincane okwabelwana ngayo...

2 min fundaFunda

Ulimi lwe-AI

I-Medusa Decoding Heads

I-Medusa iyindlela yokuqagela yokuqopha ehlanganisa 'amakhanda' okuqagela okwengeziwe kumodeli yolimi ukuze iqagele amathokheni amaningi esikhathi esizayo ngesikhathi esisodwa.

2 min fundaFunda

Ulimi lwe-AI

Ingxube Yokujula

Ingxube Yokujula (i-MoD) ivumela isiguquli ukuthi sichithe amanani ahlukene wokubala kumathokheni ahlukene, sihambisa amathokheni 'abalulekile' kuphela kusendlalelo ngasinye...

2 min fundaFunda

Ulimi lwe-AI

I-Mamba kanye Nezindawo Ezikhethiwe Zombuso

I-Mamba iyimodeli yokulandelana eyakhelwe kumamodeli we-state space (ama-SSM) acubungula umbhalo ngesikhathi somugqa, enikeza enye indlela esheshayo ye-Transformer's quadratic...

2 min fundaFunda

Ulimi lwe-AI

I-RWKV Linear Attention

I-RWKV iwumklamo oqeqesha njenge-Transformer kodwa osebenzisa inkomba njengenethiwekhi ephindaphindiwe, enikeza isikhathi somugqa, isizukulwane senkumbulo engaguquki.

2 min fundaFunda

Ulimi lwe-AI

Amaphethini Okunakwa Okungajwayelekile

Ukunaka okuncane kwenza ama-Transformer ashibhe ngokuvumela ithokheni ngalinye ukuthi libheke ingxenye ekhethwe ngokucophelela yamanye amathokheni kunawo wonke.

2 min fundaFunda

Ulimi lwe-AI

I-QLoRA kanye ne-4-Bit Fine-Tuning

I-QLoRA iwubuchule obukuvumela ukuthi ushune kahle imodeli yolimi olukhulu ku-GPU yomthengi oyedwa ngokugcina imodeli efriziwe ngamabhithi angu-4 ngesisindo.

2 min fundaFunda

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