
cashey bhasheche pratikruti

cashey bhasha model haah sankhyikeey bhasha modelcha eka prakar aahe. heey sanganak vidnyanachya naisargik bhasha prakriya upkshetrat ghadatat aanee sambhavyata vitaranachya madhyamatoon shabdanchya dilelya kramvarila sambhavyata niyukt karatat. sankhyikeey bhasheche namune heey bhashan olakh pranaliche aanee anek yantra anuvad pranalinche pramukh ghatak aaheth teey asha pranalinna sangatat qee sambhavya utpadan shabd kram sambhavya aahet aanee jeey ashakya aahet. cashey bhasha pratikrutiche vishisht vaishishtya mhanje tyat cashey ghatak asato aanee dilelya majkurat anyatra aadhalanaya shabdanna kinwa shabdanchya kramvarila tulanene uchch sambhavyata niyukt karate. cashey bhashechya namunyancha prathamik, parantu konatyahi prakare ekmev vapar bhashan olakh pranalimadhye nahee.
sankhyikeey bhashechya pratimanat cashey ghatak asane hii changli kalpana qaa aahe heey samajoon ghenyasathi, ekhadyane hattimbaddalache patra bhashan olakh pranalila nirdeshit karananya vyakticha vichar keela pahije. manak (naun-cashey) aine-graam bhasheche model 'hatti' yaa shabdachi sambhavyata khoopach qamee tharvatil kaaran too ingrajimadhil eka atishay durmil shabd aahe. bhashan olakh pranalimadhye jarr cashey ghatak nasel, tarr patra nirdeshit karnari vyakti naraj houu shakateh pratyek velee jevha 'hatti' haah shabd bolala jaato tevha aine-graam bhasha modelnusar uchch sambhavyatesah shabdancha dusra kram olakhala jaau shakato (udaa.jee., eka yojana sanga"). heey chukiche anukram hatane hatvave lagtil aanee pratyek velee 'hatti' bolalyavar majkurat 'hatti' neey badalave lagtil. jarr pranalimadhye cashey bhasheche model asel, tarr 'hatti' kadachit pahilyanda bolalya gelelya velee chukichi olakh hoil aanee tyala hatane majkurat pravisht karave lagel; tathapi, yaa tappyapasoon pranalila mahit aahe qee 'hatti' punha udbhavanyachi shakyata aahe-'hatti' udbhavanyachi andaje sambhavyata vadhavanyat aalee aahe, jyamule tee bolali gelee tarr tee yogyaritya olakhali jaanyachi shakyata adhik aahe. ekada 'hatti' anek vela aala qee, patra purnapane nirdeshit hoiparyant pratyek velee jevha too bolala jaato tevha pranali tyala yogyaritya olakhanyachi shakyata asate. hatti" ghadanyachya sambhavyatetil hii vaadh heey yantra shikshan aanee adhik visheshtah namuna olakhanyachya parinamache eka udaharan aahe.
cashey bhasha modelche prakar astitvat aahet jyamadhye keval ekach shabd nahee tarr purvi ghadalelya bahu-shabd anukramanna dekhil uchch sambhavyata niyukt kelee jaate (udaa.jee.jarr "sann francisco" heey majkurachya suruvatichya jawal ghadale tarr tyanantarchya ghatananmadhye tyachi sambhavyata jaast dilee jaeel).
cashey bhasheche model pratham 1990 madhye prakashit jhalelya eka peparmadhye prastavit kele gele hote, jyanantar aay. bii. emm. bhashan-manyata gatane yaa sankalpanesah prayog keela. gatala asey aadhalale qee cashey bhasha modelchya amalbajavanimule dastaivajache pahile kahee shambhar shabd ekada nirdeshit jhaale qee shabd-truti darat 24 takke ghat jhaali. bhasha modelling tantranchya tapshilvar sarvekshanane assa nishkarsh kadhala qee cashey bhasha model heey pramanit aine-graam drushtikonapeksha sudharana karananya kahee naveen bhasha modelling tantranpaiki eka hoteh "aamche cashing parinam darshavtat qee lahan aanee madhyam prashikshan deta aakaranmadhye gondhal qamee karnyasathi cashing heey aataparyantche sarvat upayukt tantra aahe".
cashey bhasha pratikrutichya vikasamule sarvasadharanpane sanganakeey bhashashastra aanee visheshtah sankhyikeey naisargik bhasha prakriyeshi sambandhit lokanmadhye lakshaniy swarasya nirman jhaale aaheh alikade, sankhyikeey yantra anuvad kshetrat cashey bhasha pratikruti lagoo karnyat rus aahe.
shabd andaj sudharanyasathi cashey bhasha modelche yash shabdancha vapar "bhakkam" paddhatine karnyachya manvi pravruttivar avalambun asateh jevha ekhadi vyakti vishisht vishayavar vishisht sandarbhat charcha karat asate, tevha ekhadi vyakti vishisht shabdanchi varanvarta itar sandarbhatil itar vishayanvar charcha karat asatana tyanchya varanvartepeksha khoopach vegali asel. jyaa shabdachi sambhavyata nishchit kelee jaanar aahe tyaa shabdachya aadhichya shabdanchya agadi qamee sankhyetil (chaar, teen kinwa done) mahitivar purnapane avalambun asalele paramparik aine-graam bhasheche namune, yaa 'burstness' chey purese pratirup tayar karat naheet.
alikade, cashey bhasha model sankalpana-moolatah aine-graam sankhyikeey bhasha model pratimanasathi kalpana kelee gelee-majjatantu pratimanat vaparnyasathi sweekarli gelee aahe. udaharanarth, punaravrutti neural network (aar. aine. aine.) settingmadhil satat cashey bhashechya modelsveril alikadil karyane cashey sankalpana purvipeksha mothya sandarbhat lagoo kelee aahe, jyamule gondhalamadhye lakshaniy ghat jhaali aahe.
. alikadil aanakhi eka sanshodhanat jalad kshetra anukulan sadhya karnyasathi feed-forward neural langways modelmadhye (fn-lm) cashey ghatak samavisht karane samavisht aahe.