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

Ukwengezwa Kwesikhathi Sokuhlola

I-Test-time augmentation (TTA) isebenzisa imodeli eqeqeshiwe ezinguqulweni ezimbalwa eziguquliwe zokokufaka okufanayo kanye nezilinganiso zokuqagela.

2 min fundaFunda

Ubuchwepheshe

Isampula Elibi kanye Nesilinganiso Sokuqhathanisa Nomsindo

Ukusampula okungalungile kanye ne-Noise Contrastive Estimation (NCE) kungamaqhinga avumela amamodeli afunde kumagama amakhulu ngaphandle kokubala i-softmax egcwele ebizayo.

2 min fundaFunda

Ubuchwepheshe

I-InfoNCE kanye nezinjongo ze-SimCLR

I-InfoNCE ukulahlekelwa okuhlukile okufundisa imodeli ukudonsa amapheya afanayo ndawonye futhi ihlukanise amapheya angafani ekushumekeni isikhala.

2 min fundaFunda

Ubuchwepheshe

I-Stochastic Weight Average

I-Stochastic Weight Averaging (SWA) ithatha isilinganiso esilula sezisindo zemodeli kusuka kumaphuzu amaningana sekwephuzile ekuqeqesheni esikhundleni sokugcina okokugcina…

2 min fundaFunda

Ubuchwepheshe

I-Lobukahead ne-Lion Optimizers

I-Lookhead neBhubesi ama-twist amabili esimanje ekusebenziseni i-neural-network.

2 min fundaFunda

Ubuchwepheshe

I-Mixup ne-CutMix Augmentation

I-Mixup ne-CutMix izindlela zokwandisa idatha ezidala izibonelo zokuqeqesha ezintsha ngokuhlanganisa izithombe ezimbili namalebula azo.

2 min fundaFunda

Okuyisisekelo

Ukulahlekelwa Okuthathu kanye Nokufunda Kwemethrikhi

Ukulahleka kwe-triplet kufundisa inethiwekhi ye-neural ukubeka izinto ezifanayo eduze nezinto ezingafani ziqhelelene endaweni yokushumeka.

2 min fundaFunda

Ubuchwepheshe

I-Online and Hard Negative Mining

Izimayini ezinzima ezingezinhle zikhetha izibonelo ezifundisayo, okunzima ukuzihlukanisa ukuziqeqesha esikhundleni sokumosha umzamo ezintweni ezilula imodeli esezivele izithola...

2 min fundaFunda

Okuyisisekelo

Ilebula ethi Smoothing

Ukushelela ilebula kuyisu elilula lokujwayela elithambisa izinhloso zokuqeqesha ezishisayo, ukutshela imodeli impendulo eyiyo kungenzeka kakhulu kodwa hhayi i-100…

2 min fundaFunda

Ubuchwepheshe

Amanethiwekhi weCapsule

Amanethiwekhi we-Capsule ayisakhiwo se-neural esihlanganisa ama-neurons abe 'amaphilisi' akhipha ama-vector afaka ikhodi kokubili ukuthi isici sikhona kanye nesimo saso...

2 min fundaFunda

Ubuchwepheshe

I-Echo State Networks kanye ne-Reservoir Computing

I-reservoir computing iyindlela enqamuleli ehlakaniphile yokuqeqesha amanethiwekhi aphindelelayo: shiya 'ichibi' elikhulu, elixhumeke ngokungahleliwe lama-neurons elilungisiwe futhi isitimela kuphela...

2 min fundaFunda

Okuyisisekelo

Amaseli Enkumbulo Yesikhathi Esifushane

Amaseli Enkumbulo Yesikhathi Esifushane (i-LSTM) awuhlobo olukhethekile lweyunithi yenethiwekhi ye-neural ephindelelayo eyakhelwe ukukhumbula ulwazi ekulandeleni okude.

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