Incamake
Gutsimbarara no gutondeka byombi bigabanya amagambo kumiterere shingiro kugirango 'kwiruka', 'kwiruka', na 'kwiruka' bishobora gufatwa nkigitekerezo kimwe. Bifite akamaro kuko gusenyuka kw'ijambo bitandukanye bitezimbere gushakisha, kwerekana, no gusesengura inyandiko.
Lemmatisation na Stemming ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Stemming na lemmatisation nubuhanga busanzwe bwambura ijambo gutandukana kumuzi rusange. Stemming ikoresha byihuse, amategeko-ashingiye kuburondogozi bikuraho ingereka; icyamamare cya Porter gihindura 'kwiruka' muri 'kwiruka' na 'kwiga' muri 'studio', ibisohoka rero ntabwo buri gihe ari ijambo ryukuri. Lemmatisation irusha ubwenge: ikoresha inkoranyamagambo hamwe nigice-cy-amakuru yamakuru kugirango ishushanye ijambo kumiterere yinkoranyamagambo, cyangwa indimu, bityo 'ibyiza' bihinduka 'byiza' kandi 'byari' bihinduka 'kuba'. Lemmatisation irasobanutse neza ariko itinda kandi isaba ibikoresho byindimi nka WordNet. Byombi bigabanya ingano yamagambo, ifasha moteri zishakisha guhuza ibibazo ninyandiko no kugabanya amakuru make muburyo bwo hasi, nubwo lemmatisation ibika ibisobanuro mubwizerwa.
Ubushishozi
Stemmer ikurikiza amategeko yongeweho-gukuramo (urugero, intambwe ya Porter algorithm ikuraho '-ing', '-ed', '-s'), bigatuma yihuta ariko ikabije. Indimu ahubwo ireba amagambo hejuru mumagambo ya morphologie kandi ikoresha igice cyijambo ryijambo kugirango uhitemo indimu ikwiye; udafite POS, 'wabonye' ushobora gushushanya 'kureba' (inshinga) cyangwa kuguma 'kubona' (izina). Niyo mpanvu indimu nka spaCy cyangwa ibikoresho bya WordNet banza ushireho igice cyimvugo.
Kumenya Lemmatisation na Stemming
Gutsimbarara no gutondeka byombi bigabanya amagambo kumiterere shingiro kugirango 'kwiruka', 'kwiruka', na 'kwiruka' bishobora gufatwa nkigitekerezo kimwe. Bifite akamaro kuko gusenyuka kw'ijambo bitandukanye bitezimbere gushakisha, kwerekana, no gusesengura inyandiko. Lemmatisation na Stemming ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Lemmatisation na Stemming 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 Lemmatisation na Stemming igishushanyo mbonera, 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
Moteri zishakisha zerekana 'guhuza', 'guhuza', na 'guhuza' munsi yumuti umwe kugirango ikibazo gihure na bose
Spam na sentimenti igabanya kugabanya ingano yamagambo kugirango igabanye amakuru make
Gushakisha inyandiko zemewe cyangwa ubuvuzi ukoresheje lemmatisation kugirango uhuze 'gusuzuma' na 'wasuzumwe'
Kubaka ijambo-inshuro zisesengura aho impapuro zahujwe zahujwe nindimu shingiro
Uburyo bwo Gushyira mu bikorwa
Lemmatisation na Stemming mubikorwa
Moteri zishakisha zerekana 'guhuza', 'guhuza', na 'guhuza' munsi yumuti umwe kugirango ikibazo gihure na bose.
Moteri zishakisha zerekana 'guhuza', 'guhuza', na 'guhuza' munsi yuruti rumwe kugirango ikibazo gihure nabo bose Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Lemmatisation na Stemming mubikorwa
Spam na sentimenti igabanya kugabanya ingano yamagambo kugirango igabanye amakuru make.
Ibyiciro bya spam na sentimenti bigabanya ingano yamagambo kugirango igabanye amakuru make Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Lemmatisation na Stemming mubikorwa
Gushakisha ibyangombwa byemewe nubuvuzi ukoresheje lemmatisation kugirango uhuze 'gusuzuma' na 'wasuzumwe'.
Gushakisha ibyangombwa byemewe n'amategeko cyangwa ubuvuzi ukoresheje lemmatisation kugirango uhuze 'kwisuzumisha' na 'wasuzumwe' Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Lemmatisation na Stemming mubikorwa
Kubaka ijambo-inshuro zisesengura aho impapuro zahujwe zahujwe nindimu shingiro.
Kubaka ijambo-inshuro zisesengura aho ifishi ihujwe ihujwe na lemmas shingiro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, 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.