import{S as Ge,i as Je,s as Oe,e as l,k as s,w as ee,t as k,R as je,c as n,d as i,m as o,a as r,x as ie,h as u,b,G as a,g as m,y as ae,L as Ke,q as le,o as ne,B as re,v as Qe}from"../../chunks/vendor-hf-doc-builder.js";import{I as Pe}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as We}from"../../chunks/CourseFloatingBanner-hf-doc-builder.js";function Xe(Le){let f,Z,y,h,B,z,te,S,me,R,$,U,L,se,F,c,g,M,N,oe,x,de,G,w,be,J,d,C,ke,ue,D,pe,fe,I,ye,ce,V,ve,he,q,ge,O,E,_e,j,v,_,H,P,ze,T,$e,K,A,Ne,Q;return z=new Pe({}),$=new We({props:{chapter:1,classNames:"absolute z-10 right-0 top-0"}}),N=new Pe({}),P=new Pe({}),{c(){f=l("meta"),Z=s(),y=l("h1"),h=l("a"),B=l("span"),ee(z.$$.fragment),te=s(),S=l("span"),me=k("Do\u011Fal Dil \u0130\u015Fleme (NLP)"),R=s(),ee($.$$.fragment),U=s(),L=l("p"),se=k("Transformer modellerine ge\xE7i\u015F yapmadan \xF6nce, do\u011Fal dil i\u015Flemenin tan\u0131m\u0131na ve neden \xF6nemli oldu\u011Funa k\u0131saca bir g\xF6z atal\u0131m."),F=s(),c=l("h2"),g=l("a"),M=l("span"),ee(N.$$.fragment),oe=s(),x=l("span"),de=k("NLP Nedir?"),G=s(),w=l("p"),be=k("NLP, dil bilim ve makina \xF6\u011Frenmesi alanlarini kapsayan, dogal dil \xFCzerine olan her\u015Feyi anlamaya y\xF6nelik bir aland\u0131r. NLP her bir kelimeyi anlaman\u0131n yan\u0131s\u0131ra, kelimelerin ba\u011Flam\u0131n\u0131 anlayabilmeyi ama\xE7lar. A\u015Fa\u011F\u0131da NLP g\xF6revlerinin genel bir listesini, her bir g\xF6reve dair bir ka\xE7 \xF6rnekle birlikte g\xF6r\xFClebilir:"),J=s(),d=l("ul"),C=l("li"),ke=k("**C\xFCmle S\u0131n\u0131fland\u0131rmas\u0131: De\u011Ferlendirmeler \xFCzerine duygu analizi, spam e-posta saptamas\u0131, bir c\xFCmlenin dilbilgisel do\u011Frulu\u011Funu, ya da iki c\xFCmlenin mant\u0131ksal olarak ba\u011Fl\u0131 olup olmad\u0131\u011F\u0131n\u0131 anlama"),ue=s(),D=l("li"),pe=k("**C\xFCmle i\xE7erisindeki her bir kelimenin s\u0131n\u0131fland\u0131rmas\u0131: Bir c\xFCmlenin dilbilgisel \xF6\u011Felerinin (isim, fiil, s\u0131fat), ya da isim verilmi\u015F varl\u0131klar\u0131n tan\u0131mlanmas\u0131"),fe=s(),I=l("li"),ye=k("**Metin \xFCretme: Verilen bir ipucunu kullanarak, otomatik olarak metni tamamlama, maskeli kelimeler ile metindeki bo\u015Fluklar\u0131 doldurma"),ce=s(),V=l("li"),ve=k("**Metinden cevap \xE7\u0131kar\u0131m\u0131: Verilen bir soru ve ba\u011Flam\u0131 kullanarak, ba\u011Flamda verilmi olan bilgiye dayanarak verilen soruyu cevaplama"),he=s(),q=l("li"),ge=k("**Verilen metni kullanarak yeni bir c\xFCmle \xFCretme: Metni ba\u015Fka bir dile \xE7evirme, metin \xF6zetleme."),O=s(),E=l("p"),_e=k("Metin i\u015Flemenin yan\u0131s\u0131ra, NLP, konu\u015Fma tan\u0131ma ve bilgisayar g\xF6rmesi alanlar\u0131nda gor\xFClen, bir ses \xF6rne\u011Fini yaz\u0131ya d\xF6kme ya da bir foto\u011Fraf\u0131 betimleme gibi komplike i\u015Flemleri \xE7\xF6z\xFCmlemek i\xE7in de kullan\u0131labilir."),j=s(),v=l("h2"),_=l("a"),H=l("span"),ee(P.$$.fragment),ze=s(),T=l("span"),$e=k("NLP Neden Zor?"),K=s(),A=l("p"),Ne=k("Bilgisayarlar, bilgiyi biz insanlar\u0131n yapt\u0131\u011F\u0131 gibi i\u015Flemiyor. \xD6rne\u011Fin, insan beyni \u201CAc\u0131kt\u0131m\u201D gibi basit bir c\xFCmlenin anlam\u0131n\u0131 kolayl\u0131kla anlayabilir. Benzer bir \u015Fekilde, \u201Cac\u0131kt\u0131m\u201D ve \u201C\xFCzg\xFCn\xFCm\u201D c\xFCmlelerinin dilbilgisel a\xE7\u0131dan benzerli\u011Fini kolayca g\xF6rebiliyoruz. Ancak, makine \xF6\u011Frenmesi modelleri i\xE7in bu gibi i\u015Flemler hi\xE7 de kolay de\u011Fil. Bir modelin, verilen metnin anlam\u0131n\u0131 \xF6\u011Frenebilmesi i\xE7in metnin belirli bir y\xF6ntem ile i\u015Flenmesi gerekir. \u0130nsan dilinin bile\u015Fikli\u011Fi nedeniyle, bu i\u015Flemenin nas\u0131l yap\u0131laca\u011F\u0131 konsunu dikkatlice d\xFC\u015F\xFCnmeliyiz. Bu g\xFCne kadar NLP alan\u0131nda yaz\u0131n\u0131n nas\u0131l temsil edilece\u011Fine dair bir \xE7ok \xE7al\u0131\u015Fma yap\u0131ld\u0131. Bir sonraki b\xF6l\xFCmde, bu \xE7al\u0131\u015Fmalarda geli\u015Ftirilen baz\u0131 y\xF6ntemlere g\xF6z ataca\u011F\u0131z."),this.h()},l(e){const t=je('[data-svelte="svelte-1phssyn"]',document.head);f=n(t,"META",{name:!0,content:!0}),t.forEach(i),Z=o(e),y=n(e,"H1",{class:!0});var W=r(y);h=n(W,"A",{id:!0,class:!0,href:!0});var we=r(h);B=n(we,"SPAN",{});var Ee=r(B);ie(z.$$.fragment,Ee),Ee.forEach(i),we.forEach(i),te=o(W),S=n(W,"SPAN",{});var Ae=r(S);me=u(Ae,"Do\u011Fal Dil \u0130\u015Fleme (NLP)"),Ae.forEach(i),W.forEach(i),R=o(e),ie($.$$.fragment,e),U=o(e),L=n(e,"P",{});var Be=r(L);se=u(Be,"Transformer modellerine ge\xE7i\u015F yapmadan \xF6nce, do\u011Fal dil i\u015Flemenin tan\u0131m\u0131na ve neden \xF6nemli oldu\u011Funa k\u0131saca bir g\xF6z atal\u0131m."),Be.forEach(i),F=o(e),c=n(e,"H2",{class:!0});var X=r(c);g=n(X,"A",{id:!0,class:!0,href:!0});var Se=r(g);M=n(Se,"SPAN",{});var Me=r(M);ie(N.$$.fragment,Me),Me.forEach(i),Se.forEach(i),oe=o(X),x=n(X,"SPAN",{});var xe=r(x);de=u(xe,"NLP Nedir?"),xe.forEach(i),X.forEach(i),G=o(e),w=n(e,"P",{});var Ce=r(w);be=u(Ce,"NLP, dil bilim ve makina \xF6\u011Frenmesi alanlarini kapsayan, dogal dil \xFCzerine olan her\u015Feyi anlamaya y\xF6nelik bir aland\u0131r. NLP her bir kelimeyi anlaman\u0131n yan\u0131s\u0131ra, kelimelerin ba\u011Flam\u0131n\u0131 anlayabilmeyi ama\xE7lar. A\u015Fa\u011F\u0131da NLP g\xF6revlerinin genel bir listesini, her bir g\xF6reve dair bir ka\xE7 \xF6rnekle birlikte g\xF6r\xFClebilir:"),Ce.forEach(i),J=o(e),d=n(e,"UL",{});var p=r(d);C=n(p,"LI",{});var De=r(C);ke=u(De,"**C\xFCmle S\u0131n\u0131fland\u0131rmas\u0131: De\u011Ferlendirmeler \xFCzerine duygu analizi, spam e-posta saptamas\u0131, bir c\xFCmlenin dilbilgisel do\u011Frulu\u011Funu, ya da iki c\xFCmlenin mant\u0131ksal olarak ba\u011Fl\u0131 olup olmad\u0131\u011F\u0131n\u0131 anlama"),De.forEach(i),ue=o(p),D=n(p,"LI",{});var Ie=r(D);pe=u(Ie,"**C\xFCmle i\xE7erisindeki her bir kelimenin s\u0131n\u0131fland\u0131rmas\u0131: Bir c\xFCmlenin dilbilgisel \xF6\u011Felerinin (isim, fiil, s\u0131fat), ya da isim verilmi\u015F varl\u0131klar\u0131n tan\u0131mlanmas\u0131"),Ie.forEach(i),fe=o(p),I=n(p,"LI",{});var Ve=r(I);ye=u(Ve,"**Metin \xFCretme: Verilen bir ipucunu kullanarak, otomatik olarak metni tamamlama, maskeli kelimeler ile metindeki bo\u015Fluklar\u0131 doldurma"),Ve.forEach(i),ce=o(p),V=n(p,"LI",{});var qe=r(V);ve=u(qe,"**Metinden cevap \xE7\u0131kar\u0131m\u0131: Verilen bir soru ve ba\u011Flam\u0131 kullanarak, ba\u011Flamda verilmi olan bilgiye dayanarak verilen soruyu cevaplama"),qe.forEach(i),he=o(p),q=n(p,"LI",{});var He=r(q);ge=u(He,"**Verilen metni kullanarak yeni bir c\xFCmle \xFCretme: Metni ba\u015Fka bir dile \xE7evirme, metin \xF6zetleme."),He.forEach(i),p.forEach(i),O=o(e),E=n(e,"P",{});var Te=r(E);_e=u(Te,"Metin i\u015Flemenin yan\u0131s\u0131ra, NLP, konu\u015Fma tan\u0131ma ve bilgisayar g\xF6rmesi alanlar\u0131nda gor\xFClen, bir ses \xF6rne\u011Fini yaz\u0131ya d\xF6kme ya da bir foto\u011Fraf\u0131 betimleme gibi komplike i\u015Flemleri \xE7\xF6z\xFCmlemek i\xE7in de kullan\u0131labilir."),Te.forEach(i),j=o(e),v=n(e,"H2",{class:!0});var Y=r(v);_=n(Y,"A",{id:!0,class:!0,href:!0});var Ze=r(_);H=n(Ze,"SPAN",{});var Re=r(H);ie(P.$$.fragment,Re),Re.forEach(i),Ze.forEach(i),ze=o(Y),T=n(Y,"SPAN",{});var Ue=r(T);$e=u(Ue,"NLP Neden Zor?"),Ue.forEach(i),Y.forEach(i),K=o(e),A=n(e,"P",{});var Fe=r(A);Ne=u(Fe,"Bilgisayarlar, bilgiyi biz insanlar\u0131n yapt\u0131\u011F\u0131 gibi i\u015Flemiyor. \xD6rne\u011Fin, insan beyni \u201CAc\u0131kt\u0131m\u201D gibi basit bir c\xFCmlenin anlam\u0131n\u0131 kolayl\u0131kla anlayabilir. Benzer bir \u015Fekilde, \u201Cac\u0131kt\u0131m\u201D ve \u201C\xFCzg\xFCn\xFCm\u201D c\xFCmlelerinin dilbilgisel a\xE7\u0131dan benzerli\u011Fini kolayca g\xF6rebiliyoruz. Ancak, makine \xF6\u011Frenmesi modelleri i\xE7in bu gibi i\u015Flemler hi\xE7 de kolay de\u011Fil. Bir modelin, verilen metnin anlam\u0131n\u0131 \xF6\u011Frenebilmesi i\xE7in metnin belirli bir y\xF6ntem ile i\u015Flenmesi gerekir. \u0130nsan dilinin bile\u015Fikli\u011Fi nedeniyle, bu i\u015Flemenin nas\u0131l yap\u0131laca\u011F\u0131 konsunu dikkatlice d\xFC\u015F\xFCnmeliyiz. Bu g\xFCne kadar NLP alan\u0131nda yaz\u0131n\u0131n nas\u0131l temsil edilece\u011Fine dair bir \xE7ok \xE7al\u0131\u015Fma yap\u0131ld\u0131. Bir sonraki b\xF6l\xFCmde, bu \xE7al\u0131\u015Fmalarda geli\u015Ftirilen baz\u0131 y\xF6ntemlere g\xF6z ataca\u011F\u0131z."),Fe.forEach(i),this.h()},h(){b(f,"name","hf:doc:metadata"),b(f,"content",JSON.stringify(Ye)),b(h,"id","doal-dil-ileme-nlp"),b(h,"class","header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full"),b(h,"href","#doal-dil-ileme-nlp"),b(y,"class","relative group"),b(g,"id","nlp-nedir"),b(g,"class","header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full"),b(g,"href","#nlp-nedir"),b(c,"class","relative group"),b(_,"id","nlp-neden-zor"),b(_,"class","header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full"),b(_,"href","#nlp-neden-zor"),b(v,"class","relative group")},m(e,t){a(document.head,f),m(e,Z,t),m(e,y,t),a(y,h),a(h,B),ae(z,B,null),a(y,te),a(y,S),a(S,me),m(e,R,t),ae($,e,t),m(e,U,t),m(e,L,t),a(L,se),m(e,F,t),m(e,c,t),a(c,g),a(g,M),ae(N,M,null),a(c,oe),a(c,x),a(x,de),m(e,G,t),m(e,w,t),a(w,be),m(e,J,t),m(e,d,t),a(d,C),a(C,ke),a(d,ue),a(d,D),a(D,pe),a(d,fe),a(d,I),a(I,ye),a(d,ce),a(d,V),a(V,ve),a(d,he),a(d,q),a(q,ge),m(e,O,t),m(e,E,t),a(E,_e),m(e,j,t),m(e,v,t),a(v,_),a(_,H),ae(P,H,null),a(v,ze),a(v,T),a(T,$e),m(e,K,t),m(e,A,t),a(A,Ne),Q=!0},p:Ke,i(e){Q||(le(z.$$.fragment,e),le($.$$.fragment,e),le(N.$$.fragment,e),le(P.$$.fragment,e),Q=!0)},o(e){ne(z.$$.fragment,e),ne($.$$.fragment,e),ne(N.$$.fragment,e),ne(P.$$.fragment,e),Q=!1},d(e){i(f),e&&i(Z),e&&i(y),re(z),e&&i(R),re($,e),e&&i(U),e&&i(L),e&&i(F),e&&i(c),re(N),e&&i(G),e&&i(w),e&&i(J),e&&i(d),e&&i(O),e&&i(E),e&&i(j),e&&i(v),re(P),e&&i(K),e&&i(A)}}}const Ye={local:"doal-dil-ileme-nlp",sections:[{local:"nlp-nedir",title:"NLP Nedir?"},{local:"nlp-neden-zor",title:"NLP Neden Zor? 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