import{S as Lr,i as Cr,s as Kr,e,k as a,w as u,t as s,M as qr,c as r,d as t,m as g,a as l,x as v,h as o,b as m,N as M,G as i,g as c,y as f,L as Rr,q as p,o as y,B as _,v as Fr}from"../../chunks/vendor-hf-doc-builder.js";import{Y as $}from"../../chunks/Youtube-hf-doc-builder.js";import{I as Uc}from"../../chunks/IconCopyLink-hf-doc-builder.js";function Dr(Xc){let E,Bt,T,P,ot,B,Th,ut,kh,Qt,Yn,dh,Ut,k,w,vt,Q,Mh,ft,Ph,Xt,A,pt,wh,Ah,yt,Sh,Yt,U,X,Zt,Y,Z,Yc,ni,b,Nh,nn,Ih,Gh,tn,Hh,xh,hn,Lh,Ch,ti,S,_t,Kh,qh,$t,Rh,ii,cn,en,hi,rn,ln,Zc,ci,Zn,Fh,ei,N,bt,Dh,Oh,Et,Vh,ri,an,gn,li,mn,sn,ne,ai,nt,Wh,gi,I,Tt,Jh,jh,kt,zh,mi,on,un,si,vn,fn,te,oi,tt,Bh,ui,it,Qh,vi,G,dt,Uh,Xh,Mt,Yh,fi,pn,yn,pi,_n,$n,ie,yi,H,Zh,bn,nc,tc,_i,x,Pt,ic,hc,En,cc,wt,ec,rc,$i,Tn,kn,bi,dn,Mn,he,Ei,ht,lc,Ti,d,L,At,Pn,ac,St,gc,ki,C,Nt,mc,sc,It,oc,di,wn,An,Mi,K,uc,Sn,vc,fc,Pi,q,Gt,pc,yc,Ht,_c,wi,Nn,In,Ai,ct,$c,Si,R,xt,bc,Ec,Lt,Tc,Ni,Gn,Hn,Ii,xn,Ln,ce,Gi,et,kc,Hi,F,Ct,dc,Mc,Kt,Pc,xi,Cn,Kn,Li,rt,wc,Ci,D,qt,Ac,Sc,Rt,Nc,Ki,qn,Rn,qi,lt,Ic,Ri,O,Ft,Gc,Hc,Dt,xc,Fi,Fn,Dn,Di,at,Lc,Oi,V,Ot,Cc,Kc,Vt,qc,Vi,On,Vn,Wi,Wn,Jn,ee,Ji,W,Rc,gt,Fc,Dc,ji,J,Wt,Oc,Vc,Jt,Wc,zi,jn,zn,Bi,Bn,Qn,re,Qi,mt,Jc,Ui,j,jt,jc,zc,zt,Bc,Xi,Un,Xn,Yi,st,Qc,Zi;return B=new Uc({}),Q=new Uc({}),X=new $({props:{id:"wCYVeahJES0"}}),en=new $({props:{id:"VzvG23gmcYU"}}),gn=new $({props:{id:"8j9HRMjh_s8"}}),un=new $({props:{id:"gZIP-_2XYMM"}}),yn=new $({props:{id:"KmvPlW2cbIo"}}),kn=new $({props:{id:"C6jweXYFHSA"}}),Pn=new Uc({}),An=new $({props:{id:"u--UVvH-LIQ"}}),In=new $({props:{id:"gQUlXp1691w"}}),Hn=new $({props:{id:"RBw1TmdEZp0"}}),Kn=new $({props:{id:"UkNmyTFKriI"}}),Rn=new $({props:{id:"t8Krzu-nSeY"}}),Dn=new $({props:{id:"vbaKOa4UXoM"}}),Vn=new $({props:{id:"c7mle2yYpwQ"}}),zn=new $({props:{id:"O2e3pXO4aRE"}}),Xn=new $({props:{id:"yG6J2Zfo8iw"}}),{c(){E=e("meta"),Bt=a(),T=e("h1"),P=e("a"),ot=e("span"),u(B.$$.fragment),Th=a(),ut=e("span"),kh=s("S\u1EF1 ki\u1EC7n Ph\xE1t h\xE0nh Ph\u1EA7n 2"),Qt=a(),Yn=e("p"),dh=s("\u0110\u1EC3 ph\xE1t h\xE0nh ph\u1EA7n 2 c\u1EE7a kh\xF3a h\u1ECDc, ch\xFAng t\xF4i \u0111\xE3 t\u1ED5 ch\u1EE9c m\u1ED9t s\u1EF1 ki\u1EC7n tr\u1EF1c ti\u1EBFp v\u1EDBi hai ng\xE0y chia s\u1EBB. N\u1EBFu b\u1EA1n \u0111\xE3 b\u1ECF l\u1EE1 n\xF3, b\u1EA1n c\xF3 th\u1EC3 theo d\xF5i c\xE1c b\xE0i n\xF3i chuy\u1EC7n \u0111\u01B0\u1EE3c li\u1EC7t k\xEA d\u01B0\u1EDBi \u0111\xE2y!"),Ut=a(),k=e("h2"),w=e("a"),vt=e("span"),u(Q.$$.fragment),Mh=a(),ft=e("span"),Ph=s("Ng\xE0y 1: M\u1ED9t c\xE1i nh\xECn c\u1EA5p cao v\u1EC1 Transformer v\xE0 c\xE1ch hu\u1EA5n luy\u1EC7n ch\xFAng"),Xt=a(),A=e("p"),pt=e("strong"),wh=s("Thomas Wolf:"),Ah=a(),yt=e("em"),Sh=s("H\u1ECDc chuy\u1EC3n giao v\xE0 s\u1EF1 ra \u0111\u1EDDi c\u1EE7a th\u01B0 vi\u1EC7n Transformers"),Yt=a(),U=e("div"),u(X.$$.fragment),Zt=a(),Y=e("p"),Z=e("img"),ni=a(),b=e("p"),Nh=s("Thomas Wolf l\xE0 \u0111\u1ED3ng s\xE1ng l\u1EADp v\xE0 Gi\xE1m \u0111\u1ED1c Khoa h\u1ECDc c\u1EE7a Hugging Face. C\xE1c c\xF4ng c\u1EE5 do Thomas Wolf v\xE0 nh\xF3m Hugging Face t\u1EA1o ra \u0111\u01B0\u1EE3c s\u1EED d\u1EE5ng tr\xEAn h\u01A1n 5,000 t\u1ED5 ch\u1EE9c nghi\xEAn c\u1EE9u bao g\u1ED3m Facebook Artificial Intelligence Research, Google Research, DeepMind, Amazon Research, Apple, Allen Institute for Artificial Intelligence c\u0169ng nh\u01B0 h\u1EA7u h\u1EBFt c\xE1c khoa c\u1EE7a tr\u01B0\u1EDDng \u0111\u1EA1i h\u1ECDc. Thomas Wolf l\xE0 ng\u01B0\u1EDDi kh\u1EDFi x\u01B0\u1EDBng v\xE0 l\xE0 ch\u1EE7 t\u1ECBch c\u1EA5p cao c\u1EE7a s\u1EF1 h\u1EE3p t\xE1c nghi\xEAn c\u1EE9u l\u1EDBn nh\u1EA5t t\u1EEBng t\u1ED3n t\u1EA1i trong Tr\xED tu\u1EC7 nh\xE2n t\u1EA1o: "),nn=e("a"),Ih=s("\u201CBigScience\u201D"),Gh=s(", c\u0169ng nh\u01B0 m\u1ED9t b\u1ED9 "),tn=e("a"),Hh=s("c\xE1c th\u01B0 vi\u1EC7n v\xE0 c\xF4ng c\u1EE5 \u0111\u01B0\u1EE3c s\u1EED d\u1EE5ng r\u1ED9ng r\xE3i"),xh=s(". Thomas Wolf c\u0169ng l\xE0 m\u1ED9t nh\xE0 gi\xE1o d\u1EE5c xu\u1EA5t s\u1EAFc, m\u1ED9t nh\xE0 l\xE3nh \u0111\u1EA1o t\u01B0 t\u01B0\u1EDFng trong l\u0129nh v\u1EF1c Tr\xED tu\u1EC7 Nh\xE2n t\u1EA1o v\xE0 X\u1EED l\xFD Ng\xF4n ng\u1EEF T\u1EF1 nhi\xEAn, v\xE0 l\xE0 m\u1ED9t di\u1EC5n gi\u1EA3 th\u01B0\u1EDDng xuy\xEAn \u0111\u01B0\u1EE3c m\u1EDDi tham d\u1EF1 c\xE1c h\u1ED9i ngh\u1ECB tr\xEAn to\xE0n th\u1EBF gi\u1EDBi "),hn=e("a"),Lh=s("https://thomwolf.io"),Ch=s("."),ti=a(),S=e("p"),_t=e("strong"),Kh=s("Jay Alammar:"),qh=a(),$t=e("em"),Rh=s("Ph\u1EA7n gi\u1EDBi thi\u1EC7u tr\u1EF1c quan nh\u1EB9 nh\xE0ng v\u1EC1 c\xE1c m\xF4 h\xECnh Transformer"),ii=a(),cn=e("div"),u(en.$$.fragment),hi=a(),rn=e("p"),ln=e("img"),ci=a(),Zn=e("p"),Fh=s("Th\xF4ng qua blog H\u1ECDc m\xE1y (ML) n\u1ED5i ti\u1EBFng c\u1EE7a m\xECnh, Jay \u0111\xE3 gi\xFAp h\xE0ng tri\u1EC7u nh\xE0 nghi\xEAn c\u1EE9u v\xE0 k\u1EF9 s\u01B0 hi\u1EC3u tr\u1EF1c quan c\xE1c c\xF4ng c\u1EE5 v\xE0 kh\xE1i ni\u1EC7m ML t\u1EEB c\u01A1 b\u1EA3n (v\u1EDBi c\xE1c t\xE0i li\u1EC7u v\u1EC1 NumPy, Pandas) \u0111\u1EBFn ti\xEAn ti\u1EBFn (Transformers, BERT, GPT-3)."),ei=a(),N=e("p"),bt=e("strong"),Dh=s("Margaret Mitchell:"),Oh=a(),Et=e("em"),Vh=s("V\u1EC1 gi\xE1 tr\u1ECB trong ph\xE1t tri\u1EC3n H\u1ECDc m\xE1y"),ri=a(),an=e("div"),u(gn.$$.fragment),li=a(),mn=e("p"),sn=e("img"),ai=a(),nt=e("p"),Wh=s("Margaret Mitchell l\xE0 m\u1ED9t nh\xE0 nghi\xEAn c\u1EE9u l\xE0m vi\u1EC7c v\u1EC1 \u0110\u1EA1o \u0111\u1EE9c Tr\xED tu\u1EC7 nh\xE2n t\u1EA1o, hi\u1EC7n \u0111ang t\u1EADp trung v\xE0o nh\u1EEFng \u0111i\u1EC3m c\u1EA7n thi\u1EBFt c\u1EE7a s\u1EF1 ph\xE1t tri\u1EC3n AI c\xF3 nh\u1EADn th\u1EE9c v\u1EC1 \u0111\u1EA1o \u0111\u1EE9c trong c\xF4ng ngh\u1EC7. C\xF4 \u0111\xE3 xu\u1EA5t b\u1EA3n h\u01A1n 50 b\xE0i b\xE1o v\u1EC1 t\u1EA1o ng\xF4n ng\u1EEF t\u1EF1 nhi\xEAn, c\xF4ng ngh\u1EC7 h\u1ED7 tr\u1EE3, th\u1ECB gi\xE1c m\xE1y t\xEDnh, v\xE0 \u0111\u1EA1o \u0111\u1EE9c AI, \u0111\u1ED3ng th\u1EDDi n\u1EAFm gi\u1EEF nhi\u1EC1u b\u1EB1ng s\xE1ng ch\u1EBF trong c\xE1c l\u0129nh v\u1EF1c t\u1EA1o h\u1ED9i tho\u1EA1i v\xE0 ph\xE2n lo\u1EA1i c\u1EA3m x\xFAc. Tr\u01B0\u1EDBc \u0111\xE2y, c\xF4 \u0111\xE3 l\xE0m vi\u1EC7c t\u1EA1i Google AI v\u1EDBi t\u01B0 c\xE1ch l\xE0 Chuy\xEAn vi\xEAn nghi\xEAn c\u1EE9u khoa h\u1ECDc, n\u01A1i c\xF4 th\xE0nh l\u1EADp v\xE0 \u0111\u1ED3ng l\xE3nh \u0111\u1EA1o nh\xF3m \u0111\u1EA1o \u0111\u1EE9c AI c\u1EE7a Google, t\u1EADp trung v\xE0o nghi\xEAn c\u1EE9u n\u1EC1n t\u1EA3ng \u0111\u1EA1o \u0111\u1EE9c AI v\xE0 v\u1EADn h\xE0nh \u0111\u1EA1o \u0111\u1EE9c AI trong n\u1ED9i b\u1ED9 Google. Tr\u01B0\u1EDBc khi gia nh\u1EADp Google, c\xF4 \u1EA5y l\xE0 nh\xE0 nghi\xEAn c\u1EE9u t\u1EA1i Microsoft Research, t\u1EADp trung v\xE0o vi\u1EC7c chuy\u1EC3n \u0111\u1ED5i h\xECnh \u1EA3nh sang ng\xF4n ng\u1EEF; v\xE0 l\xE0 m\u1ED9t h\u1EADu nghi\xEAn c\u1EE9u sinh t\u1EA1i Johns Hopkins, t\u1EADp trung v\xE0o m\xF4 h\xECnh Bayes v\xE0 tr\xEDch xu\u1EA5t th\xF4ng tin. C\xF4 c\xF3 b\u1EB1ng Ti\u1EBFn s\u0129 Khoa h\u1ECDc M\xE1y t\xEDnh t\u1EA1i \u0110\u1EA1i h\u1ECDc Aberdeen v\xE0 Th\u1EA1c s\u0129 ng\xF4n ng\u1EEF h\u1ECDc m\xE1y t\xEDnh c\u1EE7a \u0110\u1EA1i h\u1ECDc Washington. Trong l\xFAc ch\u1EDD l\u1EA5y b\u1EB1ng, c\xF4 c\u0169ng \u0111\xE3 l\xE0m vi\u1EC7c t\u1EEB n\u0103m 2005-2012 v\u1EC1 h\u1ECDc m\xE1y, r\u1ED1i lo\u1EA1n th\u1EA7n kinh, v\xE0 c\xF4ng ngh\u1EC7 h\u1ED7 tr\u1EE3 t\u1EA1i \u0110\u1EA1i h\u1ECDc Khoa h\u1ECDc v\xE0 S\u1EE9c kh\u1ECFe Oregon. C\xF4 \u1EA5y \u0111\xE3 d\u1EABn \u0111\u1EA7u m\u1ED9t s\u1ED1 h\u1ED9i th\u1EA3o v\xE0 s\xE1ng ki\u1EBFn \u200B\u200Bv\u1EC1 giao \u0111i\u1EC3m c\u1EE7a s\u1EF1 \u0111a d\u1EA1ng, h\xF2a nh\u1EADp, khoa h\u1ECDc m\xE1y t\xEDnh, v\xE0 \u0111\u1EA1o \u0111\u1EE9c. C\xF4ng vi\u1EC7c c\u1EE7a c\xF4 \u0111\xE3 nh\u1EADn \u0111\u01B0\u1EE3c gi\u1EA3i th\u01B0\u1EDFng t\u1EEB B\u1ED9 tr\u01B0\u1EDFng Qu\u1ED1c ph\xF2ng Ash Carter v\xE0 Qu\u1EF9 Ng\u01B0\u1EDDi m\xF9 Hoa K\u1EF3, \u0111\u1ED3ng th\u1EDDi \u0111\u01B0\u1EE3c th\u1EF1c hi\u1EC7n b\u1EDFi nhi\u1EC1u c\xF4ng ty c\xF4ng ngh\u1EC7. C\xF4 \u1EA5y th\xEDch l\xE0m v\u01B0\u1EDDn, nu\xF4i ch\xF3 v\xE0 m\xE8o."),gi=a(),I=e("p"),Tt=e("strong"),Jh=s("Matthew Watson and Chen Qian:"),jh=a(),kt=e("em"),zh=s("Quy tr\xECnh NLP v\u1EDBi Keras"),mi=a(),on=e("div"),u(un.$$.fragment),si=a(),vn=e("p"),fn=e("img"),oi=a(),tt=e("p"),Bh=s("Matthew Watson l\xE0 m\u1ED9t k\u1EF9 s\u01B0 h\u1ECDc m\xE1y trong nh\xF3m Keras, t\u1EADp trung v\xE0o c\xE1c API m\xF4 h\xECnh h\xF3a c\u1EA5p cao. Anh h\u1ECDc \u0110\u1ED3 h\u1ECDa m\xE1y t\xEDnh \u1EDF \u0111\u1EA1i h\u1ECDc v\xE0 c\xF3 b\u1EB1ng Th\u1EA1c s\u0129 t\u1EA1i \u0110\u1EA1i h\u1ECDc Stanford. L\xE0 m\u1ED9t sinh vi\xEAn g\u1EA7n nh\u01B0 chuy\xEAn ng\xE0nh ti\u1EBFng Anh chuy\u1EC3n sang ng\xE0nh khoa h\u1ECDc m\xE1y t\xEDnh, anh \u1EA5y \u0111am m\xEA l\xE0m vi\u1EC7c tr\xEAn nhi\u1EC1u l\u0129nh v\u1EF1c v\xE0 gi\xFAp cho NLP c\xF3 th\u1EC3 ti\u1EBFp c\u1EADn v\u1EDBi nhi\u1EC1u \u0111\u1ED1i t\u01B0\u1EE3ng h\u01A1n."),ui=a(),it=e("p"),Qh=s("Chen Qian l\xE0 k\u1EF9 s\u01B0 ph\u1EA7n m\u1EC1m t\u1EEB nh\xF3m Keras, t\u1EADp trung v\xE0o c\xE1c API m\xF4 h\xECnh h\xF3a c\u1EA5p cao. Chen c\xF3 b\u1EB1ng Th\u1EA1c s\u0129 K\u1EF9 thu\u1EADt \u0110i\u1EC7n t\u1EA1i \u0110\u1EA1i h\u1ECDc Stanford v\xE0 anh \u1EA5y \u0111\u1EB7c bi\u1EC7t quan t\xE2m \u0111\u1EBFn vi\u1EC7c \u0111\u01A1n gi\u1EA3n h\xF3a vi\u1EC7c tri\u1EC3n khai m\xE3 c\u1EE7a c\xE1c t\xE1c v\u1EE5 ML v\xE0 ML quy m\xF4 l\u1EDBn."),vi=a(),G=e("p"),dt=e("strong"),Uh=s("Mark Saroufim:"),Xh=a(),Mt=e("em"),Yh=s("C\xE1ch Hu\u1EA5n luy\u1EC7n m\u1ED9t M\xF4 h\xECnh v\u1EDBi Pytorch"),fi=a(),pn=e("div"),u(yn.$$.fragment),pi=a(),_n=e("p"),$n=e("img"),yi=a(),H=e("p"),Zh=s("Mark Saroufim l\xE0 K\u1EF9 s\u01B0 \u0111\u1ED1i t\xE1c t\u1EA1i Pytorch l\xE0m vi\u1EC7c tr\xEAn c\xE1c c\xF4ng c\u1EE5 s\u1EA3n xu\u1EA5t OSS bao g\u1ED3m TorchServe v\xE0 Pytorch Enterprise. Tr\u01B0\u1EDBc \u0111\xF3, Mark l\xE0 Nh\xE0 khoa h\u1ECDc \u1EE9ng d\u1EE5ng v\xE0 Gi\xE1m \u0111\u1ED1c s\u1EA3n ph\u1EA9m t\u1EA1i Graphcore, "),bn=e("a"),nc=s("yuri.ai"),tc=s(", Microsoft v\xE0 NASA\u2019s JPL. Ni\u1EC1m \u0111am m\xEA ch\xEDnh c\u1EE7a anh \u1EA5y l\xE0 l\xE0m cho vi\u1EC7c l\u1EADp tr\xECnh tr\u1EDF n\xEAn th\xFA v\u1ECB h\u01A1n."),_i=a(),x=e("p"),Pt=e("strong"),ic=s("Jakob Uszkoreit:"),hc=a(),En=e("em"),cc=s("N\xF3 kh\xF4ng h\u1ECFng n\xEAn "),wt=e("del"),ec=s("\u0110\u1EEBng s\u1EEDa"),rc=s(" H\xE3y ph\xE1 n\xF3 \u0111i"),$i=a(),Tn=e("div"),u(kn.$$.fragment),bi=a(),dn=e("p"),Mn=e("img"),Ei=a(),ht=e("p"),lc=s("Jakob Uszkoreit l\xE0 \u0111\u1ED3ng s\xE1ng l\u1EADp c\u1EE7a Inception. Inception thi\u1EBFt k\u1EBF c\xE1c ph\xE2n t\u1EED RNA cho v\u1EAFc-xin v\xE0 li\u1EC7u ph\xE1p \u0111i\u1EC1u tr\u1ECB b\u1EB1ng c\xE1ch s\u1EED d\u1EE5ng h\u1ECDc s\xE2u quy m\xF4 l\u1EDBn trong m\u1ED9t v\xF2ng l\u1EB7p ch\u1EB7t ch\u1EBD v\u1EDBi c\xE1c th\xED nghi\u1EC7m th\xF4ng l\u01B0\u1EE3ng cao v\u1EDBi m\u1EE5c ti\xEAu l\xE0m cho c\xE1c lo\u1EA1i thu\u1ED1c d\u1EF1a tr\xEAn RNA tr\u1EDF n\xEAn d\u1EC5 ti\u1EBFp c\u1EADn h\u01A1n, hi\u1EC7u qu\u1EA3 h\u01A1n v\xE0 c\xF3 th\u1EC3 \xE1p d\u1EE5ng r\u1ED9ng r\xE3i h\u01A1n. Tr\u01B0\u1EDBc \u0111\xE2y, Jakob \u0111\xE3 l\xE0m vi\u1EC7c t\u1EA1i Google h\u01A1n m\u1ED9t th\u1EADp k\u1EF7, l\xE3nh \u0111\u1EA1o c\xE1c nh\xF3m nghi\xEAn c\u1EE9u v\xE0 ph\xE1t tri\u1EC3n trong Google Brain, Nghi\xEAn c\u1EE9u v\xE0 T\xECm ki\u1EBFm, l\xE0m vi\u1EC7c v\u1EC1 c\xE1c nguy\xEAn t\u1EAFc c\u01A1 b\u1EA3n v\u1EC1 h\u1ECDc s\xE2u, th\u1ECB gi\xE1c m\xE1y t\xEDnh, v\xE0 hi\u1EC3u ng\xF4n ng\u1EEF v\xE0 d\u1ECBch m\xE1y."),Ti=a(),d=e("h2"),L=e("a"),At=e("span"),u(Pn.$$.fragment),ac=a(),St=e("span"),gc=s("Ng\xE0y 2: C\xE1c c\xF4ng c\u1EE5 s\u1EED d\u1EE5ng"),ki=a(),C=e("p"),Nt=e("strong"),mc=s("Lewis Tunstall:"),sc=a(),It=e("em"),oc=s("Hu\u1EA5n luy\u1EC7n \u0111\u01A1n gi\u1EA3n v\u1EDBi \u{1F917} Transformers Trainer"),di=a(),wn=e("div"),u(An.$$.fragment),Mi=a(),K=e("p"),uc=s("Lewis l\xE0 m\u1ED9t k\u1EF9 s\u01B0 m\xE1y h\u1ECDc t\u1EA1i Hugging Face, t\u1EADp trung v\xE0o vi\u1EC7c ph\xE1t tri\u1EC3n c\xE1c c\xF4ng c\u1EE5 m\xE3 ngu\u1ED3n m\u1EDF v\xE0 gi\xFAp ch\xFAng c\xF3 th\u1EC3 ti\u1EBFp c\u1EADn v\u1EDBi c\u1ED9ng \u0111\u1ED3ng r\u1ED9ng l\u1EDBn h\u01A1n. Anh c\u0169ng l\xE0 \u0111\u1ED3ng t\xE1c gi\u1EA3 c\u1EE7a cu\u1ED1n s\xE1ch O\u2019Reilly "),Sn=e("a"),vc=s("Natural Language Processing with Transformers"),fc=s(". B\u1EA1n c\xF3 th\u1EC3 theo d\xF5i anh \u1EA5y tr\xEAn Twitter (@_lewtun) \u0111\u1EC3 bi\u1EBFt c\xE1c m\u1EB9o v\xE0 th\u1EE7 thu\u1EADt NLP!"),Pi=a(),q=e("p"),Gt=e("strong"),pc=s("Matthew Carrigan:"),yc=a(),Ht=e("em"),_c=s("C\xE1c t\xEDnh n\u0103ng TensorFlow m\u1EDBi cho \u{1F917} Transformers v\xE0 \u{1F917} Datasets"),wi=a(),Nn=e("div"),u(In.$$.fragment),Ai=a(),ct=e("p"),$c=s("Matt ch\u1ECBu tr\xE1ch nhi\u1EC7m b\u1EA3o tr\xEC TensorFlow t\u1EA1i Transformers, v\xE0 cu\u1ED1i c\xF9ng s\u1EBD d\u1EABn \u0111\u1EA7u m\u1ED9t cu\u1ED9c \u0111\u1EA3o ch\xEDnh ch\u1ED1ng l\u1EA1i phe PyTorch \u0111\u01B0\u01A1ng nhi\u1EC7m, c\xF3 kh\u1EA3 n\u0103ng th\xF4ng qua t\xE0i kho\u1EA3n Twitter @carrigmat c\u1EE7a anh ta."),Si=a(),R=e("p"),xt=e("strong"),bc=s("Lysandre Debut:"),Ec=a(),Lt=e("em"),Tc=s("Hugging Face Hub nh\u01B0 m\u1ED9t ph\u01B0\u01A1ng ti\u1EC7n \u0111\u1EC3 c\u1ED9ng t\xE1c v\xE0 chia s\u1EBB c\xE1c d\u1EF1 \xE1n H\u1ECDc m\xE1y"),Ni=a(),Gn=e("div"),u(Hn.$$.fragment),Ii=a(),xn=e("p"),Ln=e("img"),Gi=a(),et=e("p"),kc=s("Lysandre l\xE0 K\u1EF9 s\u01B0 H\u1ECDc m\xE1y t\u1EA1i Hugging Face, n\u01A1i anh \u1EA5y tham gia v\xE0o nhi\u1EC1u d\u1EF1 \xE1n m\xE3 ngu\u1ED3n m\u1EDF. M\u1EE5c \u0111\xEDch c\u1EE7a \xF4ng l\xE0 l\xE0m cho H\u1ECDc m\xE1y c\xF3 th\u1EC3 truy c\u1EADp \u0111\u01B0\u1EE3c v\u1EDBi t\u1EA5t c\u1EA3 m\u1ECDi ng\u01B0\u1EDDi b\u1EB1ng c\xE1ch ph\xE1t tri\u1EC3n c\xE1c c\xF4ng c\u1EE5 m\u1EA1nh m\u1EBD v\u1EDBi m\u1ED9t API r\u1EA5t \u0111\u01A1n gi\u1EA3n."),Hi=a(),F=e("p"),Ct=e("strong"),dc=s("Lucile Saulnier:"),Mc=a(),Kt=e("em"),Pc=s("T\u1EA1o ra tokenizer c\u1EE7a ri\xEAng b\u1EA1n\u{1F917} Transformers & \u{1F917} Tokenizers"),xi=a(),Cn=e("div"),u(Kn.$$.fragment),Li=a(),rt=e("p"),wc=s("Lucile l\xE0 m\u1ED9t k\u1EF9 s\u01B0 h\u1ECDc m\xE1y t\u1EA1i Hugging Face, ph\xE1t tri\u1EC3n v\xE0 h\u1ED7 tr\u1EE3 vi\u1EC7c s\u1EED d\u1EE5ng c\xE1c c\xF4ng c\u1EE5 m\xE3 ngu\u1ED3n m\u1EDF. C\xF4 c\u0169ng t\xEDch c\u1EF1c tham gia v\xE0o nhi\u1EC1u d\u1EF1 \xE1n nghi\xEAn c\u1EE9u trong l\u0129nh v\u1EF1c X\u1EED l\xFD ng\xF4n ng\u1EEF t\u1EF1 nhi\xEAn nh\u01B0 hu\u1EA5n luy\u1EC7n h\u1EE3p t\xE1c v\xE0 BigScience."),Ci=a(),D=e("p"),qt=e("strong"),Ac=s("Sylvain Gugger:"),Sc=a(),Rt=e("em"),Nc=s("T\u0103ng c\u01B0\u1EDDng v\xF2ng l\u1EB7p hu\u1EA5n luy\u1EC7n PyTorch c\u1EE7a b\u1EA1n v\u1EDBi \u{1F917} Accelerate"),Ki=a(),qn=e("div"),u(Rn.$$.fragment),qi=a(),lt=e("p"),Ic=s("Sylvain l\xE0 K\u1EF9 s\u01B0 nghi\xEAn c\u1EE9u t\u1EA1i Hugging Face v\xE0 l\xE0 m\u1ED9t trong nh\u1EEFng ng\u01B0\u1EDDi b\u1EA3o tr\xEC c\u1ED1t l\xF5i c\u1EE7a \u{1F917} Transformers v\xE0 l\xE0 nh\xE0 ph\xE1t tri\u1EC3n \u0111\u1EB1ng sau \u{1F917} Accelerate. Anh \u1EA5y th\xEDch l\xE0m cho nh\u1EEFng m\xF4 h\xECnh hu\u1EA5n luy\u1EC7n tr\u1EDF n\xEAn d\u1EC5 ti\u1EBFp c\u1EADn h\u01A1n."),Ri=a(),O=e("p"),Ft=e("strong"),Gc=s("Merve Noyan:"),Hc=a(),Dt=e("em"),xc=s("Gi\u1EDBi thi\u1EC7u c\xE1c b\u1EA3n demo m\xF4 h\xECnh c\u1EE7a b\u1EA1n v\u1EDBi \u{1F917} Spaces"),Fi=a(),Fn=e("div"),u(Dn.$$.fragment),Di=a(),at=e("p"),Lc=s("Merve l\xE0 chuy\xEAn gia v\u1EC1 quan h\u1EC7 l\u1EADp tr\xECnh vi\xEAn t\u1EA1i Hugging Face, \u0111ang l\xE0m vi\u1EC7c \u0111\u1EC3 ph\xE1t tri\u1EC3n c\xE1c c\xF4ng c\u1EE5 v\xE0 x\xE2y d\u1EF1ng n\u1ED9i dung xung quanh ch\xFAng \u0111\u1EC3 gi\xFAp h\u1ECDc m\xE1y c\xF3 th\u1EC3 ti\u1EBFp c\u1EADn t\u1EDBi t\u1EA5t c\u1EA3 m\u1ECDi ng\u01B0\u1EDDi."),Oi=a(),V=e("p"),Ot=e("strong"),Cc=s("Abubakar Abid:"),Kc=a(),Vt=e("em"),qc=s("X\xE2y d\u1EF1ng \u1EE8ng d\u1EE5ng H\u1ECDc m\xE1y nhanh ch\xF3ng"),Vi=a(),On=e("div"),u(Vn.$$.fragment),Wi=a(),Wn=e("p"),Jn=e("img"),Ji=a(),W=e("p"),Rc=s("Abubakar Abid l\xE0 Gi\xE1m \u0111\u1ED1c \u0111i\u1EC1u h\xE0nh c\u1EE7a "),gt=e("a"),Fc=s("Gradio"),Dc=s(". Anh \u1EA5y nh\u1EADn b\u1EB1ng C\u1EED nh\xE2n Khoa h\u1ECDc v\u1EC1 K\u1EF9 thu\u1EADt \u0110i\u1EC7n v\xE0 Khoa h\u1ECDc M\xE1y t\xEDnh t\u1EEB MIT v\xE0o n\u0103m 2015 v\xE0 Ti\u1EBFn s\u0129 v\u1EC1 M\xE1y h\u1ECDc \u1EE8ng d\u1EE5ng t\u1EEB Stanford v\xE0o n\u0103m 2021. V\u1EDBi vai tr\xF2 l\xE0 Gi\xE1m \u0111\u1ED1c \u0111i\u1EC1u h\xE0nh c\u1EE7a Gradio, Abubakar l\xE0m vi\u1EC7c \u0111\u1EC3 l\xE0m cho c\xE1c m\xF4 h\xECnh h\u1ECDc m\xE1y d\u1EC5 d\xE0ng demo, g\u1EE1 l\u1ED7i v\xE0 tri\u1EC3n khai h\u01A1n."),ji=a(),J=e("p"),Wt=e("strong"),Oc=s("Mathieu Desv\xE9:"),Vc=a(),Jt=e("em"),Wc=s("AWS ML Vision: L\xE0m cho M\xE1y h\u1ECDc c\xF3 th\u1EC3 d\u1EC5 d\xE0ng truy c\u1EADp \u0111\u01B0\u1EE3c b\u1EDFi t\u1EA5t c\u1EA3 kh\xE1ch h\xE0ng"),zi=a(),jn=e("div"),u(zn.$$.fragment),Bi=a(),Bn=e("p"),Qn=e("img"),Qi=a(),mt=e("p"),Jc=s("Mathieu Desv\xE9 l\xE0 ng\u01B0\u1EDDi \u0111am m\xEA c\xF4ng ngh\u1EC7, nh\xE0 s\u1EA3n xu\u1EA5t v\xE0o th\u1EDDi gian r\u1EA3nh. \u1EA0nh th\xEDch th\u1EED th\xE1ch v\xE0 gi\u1EA3i quy\u1EBFt v\u1EA5n \u0111\u1EC1 c\u1EE7a kh\xE1ch h\xE0ng v\xE0 ng\u01B0\u1EDDi d\xF9ng, \u0111\u1ED3ng th\u1EDDi l\xE0m vi\u1EC7c v\u1EDBi nh\u1EEFng ng\u01B0\u1EDDi t\xE0i n\u0103ng \u0111\u1EC3 h\u1ECDc h\u1ECFi m\u1ED7i ng\xE0y. K\u1EC3 t\u1EEB n\u0103m 2004, anh l\xE0m vi\u1EC7c \u1EDF nhi\u1EC1u v\u1ECB tr\xED chuy\u1EC3n \u0111\u1ED5i t\u1EEB frontend, backend, c\u01A1 s\u1EDF h\u1EA1 t\u1EA7ng, ho\u1EA1t \u0111\u1ED9ng v\xE0 qu\u1EA3n l\xFD. Anh c\u1ED1 g\u1EAFng gi\u1EA3i quy\u1EBFt c\xE1c v\u1EA5n \u0111\u1EC1 li\xEAn quan \u0111\u1EBFn k\u1EF9 thu\u1EADt v\xE0 qu\u1EA3n l\xFD theo c\xE1ch nhanh nh\u1EB9n."),Ui=a(),j=e("p"),jt=e("strong"),jc=s("Philipp Schmid:"),zc=a(),zt=e("em"),Bc=s("Qu\u1EA3n l\xFD hu\u1EA5n luy\u1EC7n v\u1EDBi Amazon SageMaker v\xE0 \u{1F917} Transformers"),Xi=a(),Un=e("div"),u(Xn.$$.fragment),Yi=a(),st=e("p"),Qc=s("Philipp Schmid l\xE0 K\u1EF9 s\u01B0 M\xE1y h\u1ECDc v\xE0 Tr\u01B0\u1EDFng nh\xF3m C\xF4ng ngh\u1EC7 t\u1EA1i Hugging Face, n\u01A1i anh l\xE3nh \u0111\u1EA1o s\u1EF1 h\u1EE3p t\xE1c v\u1EDBi nh\xF3m Amazon SageMaker. 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C\xF4 \u0111\xE3 xu\u1EA5t b\u1EA3n h\u01A1n 50 b\xE0i b\xE1o v\u1EC1 t\u1EA1o ng\xF4n ng\u1EEF t\u1EF1 nhi\xEAn, c\xF4ng ngh\u1EC7 h\u1ED7 tr\u1EE3, th\u1ECB gi\xE1c m\xE1y t\xEDnh, v\xE0 \u0111\u1EA1o \u0111\u1EE9c AI, \u0111\u1ED3ng th\u1EDDi n\u1EAFm gi\u1EEF nhi\u1EC1u b\u1EB1ng s\xE1ng ch\u1EBF trong c\xE1c l\u0129nh v\u1EF1c t\u1EA1o h\u1ED9i tho\u1EA1i v\xE0 ph\xE2n lo\u1EA1i c\u1EA3m x\xFAc. Tr\u01B0\u1EDBc \u0111\xE2y, c\xF4 \u0111\xE3 l\xE0m vi\u1EC7c t\u1EA1i Google AI v\u1EDBi t\u01B0 c\xE1ch l\xE0 Chuy\xEAn vi\xEAn nghi\xEAn c\u1EE9u khoa h\u1ECDc, n\u01A1i c\xF4 th\xE0nh l\u1EADp v\xE0 \u0111\u1ED3ng l\xE3nh \u0111\u1EA1o nh\xF3m \u0111\u1EA1o \u0111\u1EE9c AI c\u1EE7a Google, t\u1EADp trung v\xE0o nghi\xEAn c\u1EE9u n\u1EC1n t\u1EA3ng \u0111\u1EA1o \u0111\u1EE9c AI v\xE0 v\u1EADn h\xE0nh \u0111\u1EA1o \u0111\u1EE9c AI trong n\u1ED9i b\u1ED9 Google. Tr\u01B0\u1EDBc khi gia nh\u1EADp Google, c\xF4 \u1EA5y l\xE0 nh\xE0 nghi\xEAn c\u1EE9u t\u1EA1i Microsoft Research, t\u1EADp trung v\xE0o vi\u1EC7c chuy\u1EC3n \u0111\u1ED5i h\xECnh \u1EA3nh sang ng\xF4n ng\u1EEF; v\xE0 l\xE0 m\u1ED9t h\u1EADu nghi\xEAn c\u1EE9u sinh t\u1EA1i Johns Hopkins, t\u1EADp trung v\xE0o m\xF4 h\xECnh Bayes v\xE0 tr\xEDch xu\u1EA5t th\xF4ng tin. C\xF4 c\xF3 b\u1EB1ng Ti\u1EBFn s\u0129 Khoa h\u1ECDc M\xE1y t\xEDnh t\u1EA1i \u0110\u1EA1i h\u1ECDc Aberdeen v\xE0 Th\u1EA1c s\u0129 ng\xF4n ng\u1EEF h\u1ECDc m\xE1y t\xEDnh c\u1EE7a \u0110\u1EA1i h\u1ECDc Washington. Trong l\xFAc ch\u1EDD l\u1EA5y b\u1EB1ng, c\xF4 c\u0169ng \u0111\xE3 l\xE0m vi\u1EC7c t\u1EEB n\u0103m 2005-2012 v\u1EC1 h\u1ECDc m\xE1y, r\u1ED1i lo\u1EA1n th\u1EA7n kinh, v\xE0 c\xF4ng ngh\u1EC7 h\u1ED7 tr\u1EE3 t\u1EA1i \u0110\u1EA1i h\u1ECDc Khoa h\u1ECDc v\xE0 S\u1EE9c kh\u1ECFe Oregon. C\xF4 \u1EA5y \u0111\xE3 d\u1EABn \u0111\u1EA7u m\u1ED9t s\u1ED1 h\u1ED9i th\u1EA3o v\xE0 s\xE1ng ki\u1EBFn \u200B\u200Bv\u1EC1 giao \u0111i\u1EC3m c\u1EE7a s\u1EF1 \u0111a d\u1EA1ng, h\xF2a nh\u1EADp, khoa h\u1ECDc m\xE1y t\xEDnh, v\xE0 \u0111\u1EA1o \u0111\u1EE9c. C\xF4ng vi\u1EC7c c\u1EE7a c\xF4 \u0111\xE3 nh\u1EADn \u0111\u01B0\u1EE3c gi\u1EA3i th\u01B0\u1EDFng t\u1EEB B\u1ED9 tr\u01B0\u1EDFng Qu\u1ED1c ph\xF2ng Ash Carter v\xE0 Qu\u1EF9 Ng\u01B0\u1EDDi m\xF9 Hoa K\u1EF3, \u0111\u1ED3ng th\u1EDDi \u0111\u01B0\u1EE3c th\u1EF1c hi\u1EC7n b\u1EDFi nhi\u1EC1u c\xF4ng ty c\xF4ng ngh\u1EC7. C\xF4 \u1EA5y th\xEDch l\xE0m v\u01B0\u1EDDn, nu\xF4i ch\xF3 v\xE0 m\xE8o."),Ne.forEach(t),gi=g(n),I=r(n,"P",{});var eh=l(I);Tt=r(eh,"STRONG",{});var Ie=l(Tt);Jh=o(Ie,"Matthew Watson and Chen Qian:"),Ie.forEach(t),jh=g(eh),kt=r(eh,"EM",{});var Ge=l(kt);zh=o(Ge,"Quy tr\xECnh NLP v\u1EDBi Keras"),Ge.forEach(t),eh.forEach(t),mi=g(n),on=r(n,"DIV",{class:!0});var He=l(on);v(un.$$.fragment,He),He.forEach(t),si=g(n),vn=r(n,"P",{align:!0});var xe=l(vn);fn=r(xe,"IMG",{src:!0,alt:!0,width:!0}),xe.forEach(t),oi=g(n),tt=r(n,"P",{});var Le=l(tt);Bh=o(Le,"Matthew Watson l\xE0 m\u1ED9t k\u1EF9 s\u01B0 h\u1ECDc m\xE1y trong nh\xF3m Keras, t\u1EADp trung v\xE0o c\xE1c API m\xF4 h\xECnh h\xF3a c\u1EA5p cao. Anh h\u1ECDc \u0110\u1ED3 h\u1ECDa m\xE1y t\xEDnh \u1EDF \u0111\u1EA1i h\u1ECDc v\xE0 c\xF3 b\u1EB1ng Th\u1EA1c s\u0129 t\u1EA1i \u0110\u1EA1i h\u1ECDc Stanford. 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Tr\u01B0\u1EDBc \u0111\xE2y, Jakob \u0111\xE3 l\xE0m vi\u1EC7c t\u1EA1i Google h\u01A1n m\u1ED9t th\u1EADp k\u1EF7, l\xE3nh \u0111\u1EA1o c\xE1c nh\xF3m nghi\xEAn c\u1EE9u v\xE0 ph\xE1t tri\u1EC3n trong Google Brain, Nghi\xEAn c\u1EE9u v\xE0 T\xECm ki\u1EBFm, l\xE0m vi\u1EC7c v\u1EC1 c\xE1c nguy\xEAn t\u1EAFc c\u01A1 b\u1EA3n v\u1EC1 h\u1ECDc s\xE2u, th\u1ECB gi\xE1c m\xE1y t\xEDnh, v\xE0 hi\u1EC3u ng\xF4n ng\u1EEF v\xE0 d\u1ECBch m\xE1y."),je.forEach(t),Ti=g(n),d=r(n,"H2",{class:!0});var mh=l(d);L=r(mh,"A",{id:!0,class:!0,href:!0});var ze=l(L);At=r(ze,"SPAN",{});var Be=l(At);v(Pn.$$.fragment,Be),Be.forEach(t),ze.forEach(t),ac=g(mh),St=r(mh,"SPAN",{});var Qe=l(St);gc=o(Qe,"Ng\xE0y 2: C\xE1c c\xF4ng c\u1EE5 s\u1EED d\u1EE5ng"),Qe.forEach(t),mh.forEach(t),ki=g(n),C=r(n,"P",{});var sh=l(C);Nt=r(sh,"STRONG",{});var Ue=l(Nt);mc=o(Ue,"Lewis Tunstall:"),Ue.forEach(t),sc=g(sh),It=r(sh,"EM",{});var Xe=l(It);oc=o(Xe,"Hu\u1EA5n luy\u1EC7n \u0111\u01A1n gi\u1EA3n v\u1EDBi \u{1F917} Transformers Trainer"),Xe.forEach(t),sh.forEach(t),di=g(n),wn=r(n,"DIV",{class:!0});var Ye=l(wn);v(An.$$.fragment,Ye),Ye.forEach(t),Mi=g(n),K=r(n,"P",{});var oh=l(K);uc=o(oh,"Lewis l\xE0 m\u1ED9t k\u1EF9 s\u01B0 m\xE1y h\u1ECDc t\u1EA1i Hugging Face, t\u1EADp trung v\xE0o vi\u1EC7c ph\xE1t tri\u1EC3n c\xE1c c\xF4ng c\u1EE5 m\xE3 ngu\u1ED3n m\u1EDF v\xE0 gi\xFAp ch\xFAng c\xF3 th\u1EC3 ti\u1EBFp c\u1EADn v\u1EDBi c\u1ED9ng \u0111\u1ED3ng r\u1ED9ng l\u1EDBn h\u01A1n. 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