Incamake
Gutondekanya inyandiko bihita bitandukanya ibice byinyandiko mubyiciro, nko gushushanya imeri nka spam cyangwa isubiramo nkibyiza. Nibimwe mubikorwa byinshi byoherejwe na NLP kuko bihindura inyandiko yubusa mubirango byubatswe sisitemu ishobora gukora.
Gutondekanya inyandiko ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Ibyiciro bikubiyemo imiterere myinshi. Ibyiciro bibiri bitoranya kimwe mubirango bibiri (spam cyangwa ntabwo ari spam). Ibyiciro byinshi bigenera ikirango kimwe muburyo butandukanye (kuyobora itike yo kwishyuza, kugurisha, cyangwa inkunga). Multi-label yemerera ibirango byinshi icyarimwe (ingingo yashushanyije 'politiki' n '' ubukungu '). Isesengura ryimyumvire, kuranga ingingo, kumenya intego, no gushungura uburozi nibikorwa byose byo gutondeka. Sisitemu zigezweho zihindura inyandiko mumibare ifata ibisobanuro, hanyuma ikarita yerekana ikarita ibyo biranga ibirango bishoboka. Imikorere isuzumwa na metero zirenze ukuri, kuko amakuru nyayo akenshi aringaniza; neza (ni bangahe ibintu byashyizwe ahagaragara byari bikwiye) no kwibuka (umubare wimanza zafashwe) ikibazo, kandi amanota F1 aringaniza byombi. Kuringaniza ibyiciro, aho icyiciro kimwe cyiganje, ni umutego rusange.
Ubushishozi
Umuyoboro usanzwe uhuza inyandiko hamwe nicyitegererezo nka BERT mumurongo wuzuye, hanyuma ukayinyuza murwego rwanyuma rusohora amanota kumasomo. A softmax ihindura amanota mubishoboka kubikorwa byikirango kimwe, mugihe sigmoid kuri label ikora imirimo myinshi-label imirimo aho ibyiciro byigenga. Hamwe nururimi runini rwicyitegererezo, umurimo umwe urashobora gukorwa zeru-kurasa gusa usobanura ibyiciro mugihe cyihuse, nta mahugurwa yanditseho asabwa, gucuruza bimwe byukuri kandi bihamye kugirango bihindurwe kandi byihuse.
Kumenya ibyiciro
Gutondekanya inyandiko bihita bitondekanya ibice byanditse mubyiciro, nko gushushanya imeri nka spam cyangwa isubiramo nkibyiza. Nibimwe mubikorwa byinshi byoherejwe na NLP kuko bihindura inyandiko yubusa mubirango byubatswe sisitemu ishobora gukora. Gutondekanya inyandiko ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ibyiciro byanditse nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha igishushanyo mbonera cyerekana inyandiko, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Abatanga imeri bashungura spam n'ubutumwa bwa fishing muri inbox.
Ibicuruzwa bikora isesengura ryimyumvire kubicuruzwa hamwe nimbuga rusange kugirango umenye abakiriya.
Ibiro byunganira auto-marike amatike yinjira kumurwi ukwiye ukurikije ibiri mubutumwa.
Imbuga nkoranyambaga zerekana imvugo yanga cyangwa ibitekerezo byuburozi kugirango bisubirwemo.
Uburyo bwo Gushyira mu bikorwa
Gutondekanya inyandiko mubikorwa
Abatanga imeri bashungura spam n'ubutumwa bwa fishing muri inbox.
Abatanga imeri bashungura spam hamwe nubutumwa bwa fishing muri inbox yawe Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Gutondekanya inyandiko mubikorwa
Ibicuruzwa bikora isesengura ryimyumvire kubicuruzwa hamwe nimbuga rusange kugirango umenye abakiriya.
Ibicuruzwa bikora isesengura ryimyumvire kubisubiramo byibicuruzwa hamwe nimbuga rusange kugirango umenye uko abakiriya bameze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gutondekanya inyandiko mubikorwa
Ibiro byunganira auto-marike amatike yinjira kumurwi ukwiye ukurikije ibiri mubutumwa.
Ibiro byunganira auto-marike amatike yinjira mumakipe abereye ashingiye kubutumwa bwubutumwa Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gutondekanya inyandiko mubikorwa
Imbuga nkoranyambaga zerekana imvugo yanga cyangwa ibitekerezo byuburozi kugirango bisubirwemo.
Imbuga nkoranyambaga zerekana imvugo yanga cyangwa ibitekerezo byuburozi kugirango isubiremo mu buryo bushyize mu gaciro Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.