Wanga uchiziva here kuti makomputa anogona kugadzira zvinyorwa zvakada kufanana neizvo vanhu vanogona kunyora?
Nekuda kwekufambira mberi muAI tiri kupupurira masaisai mumitauro mikuru.
Iye zvino, vari kushanda pamwero usina kumboitika!
Tinogona kushandisa aya mamodheru mumhando dzakasiyana siyana dzinonakidza. Muchinyorwa chino, tichatarisa zvimwe zvinofadza zvekushandisa zvemhando dzemitauro mikuru.
Tinorevei NeMienzaniso Yakakura Yemitauro?
Mienzaniso mikuru yemitauro imhando dzeAI dzakagadziridzwa kududzira nekugadzira mutauro wevanhu. Aya mamodheru anoshandisa nzira dzepamusoro dzekudzidza muchina.
Somuenzaniso, vanoshandisa kudzidza zvakadzika kuongorora mavhoriyamu makuru e data data. Uye, vanonzwisisa maitiro emutauro wechisikigo uye zvimiro.
Iwo mamodheru anodzidziswa pamaseti makuru akadai semabhuku, mapepa, uye mapeji ewebhu. Nenzira iyi, vanogona kubata kuoma kwemutauro wemunhu. Saka, ivo vanogona kugadzira zvirimo zvisinga zivikanwe kubva kune zvakanyorwa nevanhu.
Ndeipi mimwe mienzaniso yeiyi mienzaniso yemitauro?
- GPT-3:Iyi imhando yemitauro yekucheka-yepamusoro yakagadzirwa neOpenAI iyo inokwanisa kugadzira zvinyorwa, kupindura mibvunzo, uye akasiyana mamwe mabasa eNLP.
- BATA: Uyu ndiwo muenzaniso une simba wemutauro wakagadzirwa ne Google inogona kushandiswa kune mamwe mabasa, sekupindura mibvunzo nekushandura mutauro.
- XLNet: Iyi modhi yemhando yepamusoro yemutauro yakagadzirwa neGoogle neCarnegie Mellon University uye inoshandisa nzira itsva yekudzidzisa kuwedzera kunzwisisa kwayo uye kugadzira mutauro chaiwo.
- RoBERTa: Iyi modhi yemutauro yakagadzirwa neFacebook uye yakavakirwa pane yeBERT yekuvaka. Yakawana kushanda kwepamusoro-soro pane zvakasiyana-siyana zvekushandisa zvinosanganisira kugadzirwa kwemutauro wechisikigo.
- T5: text-to-text transfer transformer yakagadzirwa na Google uye inogona kugadzirwa nokuda kwezvinangwa zvakasiyana-siyana zvinosanganisira kugadzirwa kwemutauro wechisikigo.
- GShard: Google yakagadzira hurongwa hwekudzidzisa hwakagoverwa hunogona kushandiswa kudzidzisa mhando dzemitauro mikuru.
- megatron: NVIDIA's yepamusoro-inoshanda mutauro modhi yekudzidzisa sisitimu, iyo inogona kudzidzisa modhi inosvika 8.3 bhiriyoni paramita.
- Albert kuenderana nemamwe mazita: Iyo inoshanda zvakanyanya uye ino scalable "lite" vhezheni yeBERT yakagadzirwa neGoogle neToyota Technological Institute muChicago.
- EHEMA: Google neStanford University vakagadzira modhi yemutauro inoshandisa nzira itsva yepre-training inonzi "rusarura pre-training" kuwedzera kushanda kwayo pamabasa epasi.
- Reformer: Iyo modhi yemutauro weGoogle inoshandisa nzira yekutarisisa yakanyatso kugonesa kugonesa kudzidziswa kwemamodhi akakura nekukurumidza kufungidzira.
Saka, ndeapi mashandisirwo emhando dzemitauro mikuru iyi?
Yakakosha Mamiriro Ekushandisa eMienzaniso Yakakura Mutauro
Kuongorora kwepfungwa
Aya mamodheru anogona kuongorora zvinyorwa uye kusarudza kana manzwiro akanaka, asina kunaka, kana asina kwaakarerekera. Kazhinji, vanoshandisa mutauro wechisikigo kugadzirisa uye machine learning nzira dzekuita izvi.
Nekuda kwekugona kwavo kuziva mamiriro uye zvinoreva mazwi mumutsara, mhando dzakaita seBERT neRoBERTa dzinoshandiswa manzwiro ongororo.
Ongororo yemanzwiro iri kuramba ichinyatsojeka uye inoshanda nemamodheru emitauro. Tinogona kushandisa ongororo yemanzwiro muzvikamu zvakasiyana-siyana zvakaita sekushambadzira, basa revatengi, nezvimwe.
Chatbots uye vamiririri vekutaura
Conversational agents uye chatbots dziri kuita mukurumbira mumhando dzakasiyana dzekushandisa. Isu tinosvika pakuvashandisa mukushandira vatengi uye kutengesa pamwe nedzidzo uye hutano hwehutano. Mienzaniso mikuru yemitauro iri pamwoyo wezvirongwa izvi.
Vanogona kuturikira uye kudavidza kupfungwa dzevanhu mumutauro wechisikigo. Mamodheru akadai seGPT-3 neBERT anowanzo shandiswa mumachatbots kugadzira mhinduro dzinobata.
Aya mamodheru anodzidziswa pamavhoriyamu makuru e data data. Vanogona kunzwisisa uye kutevedzera maitiro nemaitiro emitauro yevanhu. Chatbots inogona kuwedzera zvakanyanya kubatanidzwa kwevatengi.
Mutauro Dudziro
Tinogona kushandura mavara kubva kune mumwe mutauro kuenda kune mumwe nemazvo zvinoshamisira nekuda kwemhando dzemitauro mikuru. Mienzaniso iyi inonzwisisa kuoma kunzwisisa kwemitauro yakawanda. Uye, ivo vane hukama kune mumwe nemumwe nekudzidziswa pamavhoriyamu makuru emitauro yakawanda data data.
Mhando dzeshanduro dzemitauro dzine mukurumbira dzinosanganisira OpenAI's GPT-3, Facebook's M2M-100, uye Google's Neural Machine Dudziro (NMT). Nekuda kweshanduko dzechimurenga dzakaunzwa nemamodheru aya, zvave nyore kudyidzana nevanhu pasi rese.
Kupfupisa zvinyorwa
Kupfupikisa magwaro inzira yekudzikisa chinyorwa chakareba kusvika kuchidimbu uchichengetedza pfungwa dzakakosha. Mienzaniso mikuru yemitauro anogona kuongorora nekunzwisisa maumbirwo echinyorwa. Izvi zvinovagonesa kupa pfupiso dzechokwadi, zvichiita kuti dzibatsire zvikuru mundima iyi.
Pamabasa epfupiso yemavara, mhando dzakaita seBERT neGPT-3, dzakaiswa. Zvinoratidza kubudirira kunoshamisa mukubudisa pfupiso dzinobatanidza pfungwa huru dzegwaro.
Tinogona kutora ruzivo kubva murugwaro rurefu rune mashandisirwo akakosha munhau, mutemo, uye dzidzo.
Mubvunzo kupindura
Kupa muchina une mubvunzo uye kutarisira kuti uuye nemhinduro yakakodzera kunozivikanwa sekupindura kwemubvunzo mumutauro wechisikigo. Mitauro mikuru yakaita seGPT-3 neBERT yakagadzirwa nechinangwa ichi mupfungwa.
Aya mamodheru anoongorora mubvunzo wekuisa uye anosarudza ruzivo rwakakosha kubva kune data.
Aya mamodheru anoongorora mubvunzo wekuisa uye anosarudza iyo inonyanya kukosha data kubva kune yakakura yeruzivo. Izvi zvinogoneka nekushandisa hunyanzvi neural networks.
Nesimba remamodheru aya, tinogona kugadzira masisitimu ekutsvaga mhinduro kumatambudziko akaomarara. Izvi zvichawedzera kugona kwedu pakudzidza nekuita sarudzo.
Kugadzira zvemukati uye kugadzira zvinyorwa
Mienzaniso mikuru yemitauro inogadzira zvemhando yepamusoro, inobata zvemukati zvezvikamu zvakasiyana. Aya mamodheru anogona kugadzira zvinyorwa, ma social media posts, tsananguro yechigadzirwa, nezvimwe. Semuenzaniso, GPT-3 ndiyo yakakurumbira muenzaniso munyaya iyi.
Inogadzira zvinyorwa zvakaoma kusiyanisa kubva kune zvinyorwa zvakanyorwa nevanhu. Nekushandisa mhando idzi, makambani anogona kuchengetedza nguva uye mari. Vanogona kubatana nevateereri vavo zviri nyore.
Kuzivikanwa kwekutaura uye kunyora-kune-mavara
Kuziva kutaura uye kunyora-kune-mavara zvese zvinoshandisa mhando dzemitauro mikuru.
Aya mamodheru, kunyanya, anodzidziswa pane odhiyo data. Uye, vanoshandisa advanced muchina kudzidza algorithms kunyora nemazvo mazwi anotaurwa muchinyorwa. Wav2vec, yakagadziridzwa neFacebook AI, mumwe muenzaniso wemhando yemutauro inoshandiswa pakuzivikanwa kwekutaura.
Iyi modhi inodzidziswa kuziva uye kuburitsa hunhu hwakakodzera kubva mumaodhiyo ekuisa. Inogona kushandiswa pakuzivikanwa kwekutaura kana mamwe mabasa ekugadzirisa mutauro.
Makambani anogona kuwedzera kunaka uye kumhanya kwemasevhisi avo ekunyora uku achidzikisa mitengo uye nekuwedzera kugona nekutora mhando dzemitauro mikuru.
Kupeta, Ramangwana Rakaita Sei?
Mienzaniso yemitauro mikuru ichaita basa rinokosha mumhando dzakasiyana-siyana dzemaindasitiri. Vatsvagiri nevagadziri vari kuyedza kuvandudza mamodheru aya kuti ave nesimba rakawanda.
Tinogona kuva nenzwisiso yakavandudzwa yemamiriro ezvinhu uye nekuwedzera kugona nekurongeka. Zvakare, isu tinogona kubatsirwa kubva kune yakawedzera intuitive uye isina musono mushandisi ruzivo pamapuratifomu akasiyana.
Vanogona kuchinja matauriro atinoita nekuita tekinoroji.
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