Zonekee iri kuunganidza zvakasiyana-siyana zvemhando dzedata, kusanganisira muchina wakadudzirwa parallel corpora, zvinyorwa zvekushambadzira, zvinyorwa zvakanyorwa nemaoko, zvinyorwa zvenhau, uye mabhuku ekuteerera.Mamwe emhando dzemhando dzekuunganidzwa kwedata dzatinopa dzinosanganisira kuunganidzwa kwemuchina wakadudzirwa parallel corpus, kuunganidza mavara ekushambadzira, kuunganidzwa kwemavara akanyorwa nemaoko, kuunganidza zvinyorwa zvenhau, uye kuunganidzwa kwemabhuku ekuteerera, pakati pezvimwe .
Zonekee Inyanzvi mukuunganidza huwandu hwemashoko ezwi, kusanganisira nhaurirano, mitauro yakawanda (yakadai seChinese, Chirungu, Spanish, French uye nezvimwe), matauriro, mirairo ine inzwi, mitauro yepasi rose, nharaunda dzemotokari, manzwi evana, uye manzwiro.kuunganidzwa kunoshandiswa kune zvinangwa zvakasiyana, kusanganisira kucherechedzwa kwenzwi uye kutevedzera mutauro.Chikwata chedu chenyanzvi chakashongedzerwa kubata mapurojekiti eese saizi uye chinogona kupa zvakagadziridzwa mhinduro kuzadzisa zvaunoda chaizvo.
Zonekee inyanzvi yekuunganidza zvakasiyana-siyana zvinyorwa nemifananidzo, kusanganisira mifananidzo yevatambi, mifananidzo yemotokari, mifananidzo yemasaini, uye migwagwa nemigwagwa.Aya ma data ekuunganidza anoshandiswa kune akasiyana ezvinangwa, zvinosanganisira kudzidza muchina uye kudzidziswa kweAI modhi.Chikwata chedu chenyanzvi chakashongedzerwa kubata mapurojekiti eese saizi uye chinogona kupa zvigadziriso zvakagadziridzwa kuti zvizadzise zvaunoda chaizvo muAI data indasitiri.
Zonekee inopa yemhando yepamusoro yevhidhiyo data kuunganidza kune kwakasiyana zvinangwa, kusanganisira kudzidziswa kweAI modhi.Mamwe emhando dzevhidhiyo data dzatinounganidza dzinosanganisira mavhidhiyo echiso, mavhidhiyo emumugwagwa, mavhidhiyo ekuvaka, uye mavhidhiyo evanofamba netsoka.Chikwata chedu chenyanzvi chinogona kupa zvigadziriso zvakagadziridzwa kuti zvizadzise zvaunoda chaizvo.
Zonekee inopa nyanzvi mameseji data annotation masevhisi kuti akubatsire iwe kudzidzisa uye kugadzirisa ako emuchina kudzidza modhi.Chikwata chedu chenyanzvi chine hunyanzvi mukududzira kweakasiyana data data, kusanganisira asi isina kuganhurirwa kune kunyora, kupatsanura, kuburitsa mubatanidzwa, uye ongororo yemanzwiro.Nemasevhisi edu echokwadi uye anovimbika ekutsanangura mameseji, unogona kuvimba nesu kuti tikubatsire kuwana data remhando yepamusoro raunoda kuvaka nekuchengetedza mhando dzekudzidza dzemuchina.
Zonekee inopa nyanzvi yeAudio data annotation masevhisi kuti ikubatsire kudzidzisa uye kugadzirisa ako emuchina kudzidza modhi.Chikwata chedu chenyanzvi chine hunyanzvi mukududzira kwakasiyana siyana kwedhata rekuteerera, kusanganisira kunyora, kududzira, uye kunyora.Nekunyatso uye nekuvimbika kutsanangura data rako rezwi, tinogona kukubatsira kuvaka nekuchengetedza mhando dzekudzidza dzemuchina wepamusoro-soro.
Zonekee Image data annotation inzira iyo vanhu vanoisa mazita kana kuisa mumapoka mifananidzo kuitira kudzidzisa kana kunatsiridza mamodheru ekudzidza muchina.Aya mavara kana kupatsanurwa anogona kusanganisira kudoma nekuisa zvinhu kana maficha mukati memufananidzo, sevanofamba netsoka, zvivakwa, kana mota, kana kuisa mufananidzo zvichienderana nehumwe hunhu.Image data annotation masevhisi anowanzo kupihwa ayo ane hunyanzvi mukuunganidza uye zvirevo zve data kuti ishandiswe mumunda wehungwaru hwekugadzira uye kudzidza muchina.Aya masevhisi anoshandiswa neakasiyana maindasitiri nemasangano kuvandudza huchokwadi uye kuita kwemamodhi avo ekudzidza muchina.
Zonekee Vhidhiyo tsinhiro ndiyo maitiro ekuisa mazita nekuisa muzvikamu zvevhidhiyo data kuitira kudzidzisa kana kunatsiridza modhi yekudzidza yemuchina.Izvi zvinogona kusanganisira mabasa akasiyana-siyana, akadai sechikamu chevhidhiyo (kupatsanura vhidhiyo kuita zvidimbu zvidiki), kunyora mazita evhidhiyo (kudoma nekuisa mazita zvinhu kana maficha mukati mevhidhiyo), uye kupatsanurwa kwevhidhiyo (kuisa mavhidhiyo mumapoka zvichienderana nehumwe hunhu).Vhidhiyo annotation masevhisi anogona zvakare kusanganisira mabasa akadai semota yekuteedzera marekodhi uye munhu ekutevera mazita, ayo anosanganisira kuziva uye kunyora zvinhu zvinofamba mukati mevhidhiyo.