From 01846e4d51720ea4f8ea51b538de24303de078f2 Mon Sep 17 00:00:00 2001 From: Anthony Polloreno Date: Wed, 20 Sep 2023 10:18:06 -0700 Subject: [PATCH] Update files at 2023-09-20 10:18:06 --- research.html | 4 ++-- resume.pdf | Bin 51930 -> 51926 bytes 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/research.html b/research.html index 9c0ff68..b876ab1 100644 --- a/research.html +++ b/research.html @@ -236,6 +236,8 @@

Machine Learning Research

  1. Studied the effects of noise on the performance of reservoir computing, a non-linear recurrent neural network. Presented findings on how noise influences the capacity of the system to learn a function. Find Details Here.
  2. Explored the possibility of utilising a quantum circuit as a kernel in quantum machine learning. This probe into the dynamics of n qubits offers a non-linear mapping for better understanding quantum machine learning. Find Details Here.
  3. +
  4. Worked on optimizing a parameterized quantum circuit using a classical computer in the context of quantum machine learning. Devised strategies to make optimal use of the available sample space. Find Details Here.
  5. +
  6. Demonstrated that physical, noisy analog reservoir computers have limited capabilities in computing deterministic functions, but indicated these can learn functions with outputs as random variables. Find Details Here.
@@ -246,7 +248,6 @@

Machine Learning Research

Asymptotic Characterization

  1. Delineates a "no free lunch" theorem for sensor performance across various frequencies, with the help of entanglement. Find Details Here.
  2. -
  3. Demonstrated that physical, noisy analog reservoir computers have limited capabilities in computing deterministic functions, but indicated these can learn functions with outputs as random variables. Find Details Here.
@@ -258,7 +259,6 @@

Control, Numerical Methods and Optimization

  1. Explored using convex optimization to design controls for a quantum computer with randomized errors, shifting from systematic errors. Demonstrated possibilities of using the objective function towards favoring sparsity and error maps conducive to Monte Carlo simulation. Find Details Here.
  2. Analyzed the feasibility of deformable mirrors in addressing single ions using analytical models and numerical solvers. This adds to the understanding of quantum computers' scaling problem. Find Details Here.
  3. -
  4. Worked on optimizing a parameterized quantum circuit using a classical computer in the context of quantum machine learning. Devised strategies to make optimal use of the available sample space. Find Details Here.
diff --git a/resume.pdf b/resume.pdf index 1b13136e17d7ce67f3b050f114bc91594f7b1c51..2bb73dade92478cfb140489e78cbfa1338948ba7 100644 GIT binary patch delta 6918 zcmai(Ra6v?^Y#I0q#J2jSV~|Qkfpn%C8WDM7eQF08)WGc>F)0CQo37dkgkQl=X>6p z-_?6FXD;UIdCq*!nP--hUd<=Hs;;L+;TC{5(lWr7^nl}zpU{lW-8|7Ug6l=^P8NRm zhoR}+0iY>jO?UnQArH1{SM;K=BQM8L7Rvf*C!WWJn0kZywFuVr>4IFPH5ZDi7ZL>^$f z)etS8IK&EyXxH{gwvftQ)4{Uc;ks|1@Ss~OQK+IFX>;GnyH|PeQsP>$`@*+EC1iPj zhCf7}WD38bgTMs1MMbgQJ=`o!9kIQa4HNY3gTx6!HV~wbsTzUM_h0GrsTksU0p!?z zU_m{G%32=$``bAYDcaVY^ONyR5g{S3TIHrv%3wr6+qQI2F_o5GD-_=_zFA`pICd?) zMDhxLPwu#`?^QeXIMog?g*kV6iG|&+Juf!2xOLorgB=cWE?ka5+~2BegdAViv25`; z&&*tksC*8MU6H9u2%IA~y_F51c@SLMpq1#GgfnUsd3uiSEDR zDV&W@fdzp2QKULCuqB8{zJ8JkY<4mQy5ythf0zs zesx)yMn(%|BIcF40t8PH_(g1f1WACUjTxJhm8P#;SN^gwhrW|>Vg3mi@f=P(M)Uhd zXk(k5xZ&ipYRhIUr7K)dE7u=gN!e+uLM2mmfOFdBUkciwOQ9QJgnwlxh7U8aAoIe{ z87N>--AHEHHZ;Q4$jx4VwUx2;^4Ll>^YEK#SXcVOO*Jy^)R!rXRVG#UIpuK#zm(Q= zf4a(C=-`$eo0+wp(4I@rVP(2@?Mo?F!wxfD!83=i+3DjJ%TiZ|MNqn614PZYBhkuT z&`Q{XkB?hqotLM^Et{;#HCI$;qC0okbR3qo*6Ip+e^Xx-1{UF}<@yLe&>YKFQ7{Dz zXdU5P=QIC?xH|N?&T8ZG#k7_WCzb+OE`Af&0W(yO<4a!-T7p+vO8h^VPt+}~UP=>j z^^2%s`!wug<8H)H%KveR3B*jVHWH;MS|Gd5>YB15C4 z0+`@+nlSyeZJ2P5$Dc(-yVS)&SF-!ZWx*8P+4$}n+S^t3`^n^$xyBL-Xj%%tuf2WCWJ6jyPoB zSeTFzp-Fi>w}PFus=}@(a<+j}eO_2TmiqVlI*FZJ=}~dN|K9D|by9v8zEHm2Xy)S( z${OpE5mQ!OA3Si)1boi1q{k^>HD}GIB-Z0DWbmqiNgn5tPqR(mfu_?vDeFyX@`(pu zOM9?OdmvDBt@MU@KJJI4)t-_jV49uK*N_o`Bj~Nv$l!h0L{mEQ!XfA5!yG$4NZ!lHagNuGU;AZaxitEy|SPUnx;zII?kdG4g zLk|n#3;-=o``P2w;JM{)bqDzZGbK&2?rt8FD~pebRgIGg@Tg>`+g`uwh&=rfnebaaquDH>Pa zB^+L!`F-^j;CUkK-SPZ6omKLl1P@mcFV=<37CLFJS21p>w2XE}H(R7S!=yQ+B}u<* zc%mbRXcn(QhO}7Z(1g@HG+)}(l1D~HyM*|6RLx=Vb|$fvsw=)bp>}f^>Se(v&&d02 zl0A^a2~X>#9-hZRXqVL{oaeG(F}a4kb2Ucud_k*q;X|Sy3>h#}CitJ$sx164W&2)n zg3z;jQeOvFz(yM>lS$q$@rDAsGgt6(z)~mlV^UIu}2&!pINtol>H_Th-$FqT(1Ha2TXhTHa zAG>m{3V+e#g&GpvER*&wd?q5;Z@ZQ@W4S{%_rrlNw3vkcEsG03*9ZD?58|!_5RcWk zOY@lneLq(3#oAW54T|4_BY{9{x_7c(t^lZ#ewlg0sy6jbbN1?6Wch^Y^3dYgw*7N^;3z03J$GbF$q?X0vN)tuoB< zh_ck^2ht=YT;Hkb7zptf<~DmVWA$p1fIc>hM6%G_vyVaDTia)TAx<(ob&s^WoePaC zZSnP_U}Hj8eY<-b#*;_qg#X$1ft6p>(EcCfLeCKF9!nrahouA}%+UT4Ig>Tnndmja z#sn(6CE%pYGs2<6*_THOC9ZSQJyw)#z`qH40wnA5gLknq!gM{gIXda0#9(n7{_X8I zhI`4XRX1*r#ZNPTE0pSOjwypSPJ>7j+BaxU7k+yALQe;LXs~Kh3mX=GZVdDl9;n{9 zIz8^aInsv`;ty>T=;1Y)-c@IL=7r}8>P{@v}Se+*H+$F z85gB`2`-!^!M=yFtk`-}TPx5OW9Ca}iQT@m7jww=xkrceJy;YSIK+G=_A(-JKg2dl;U4Z-*o8EW0@B`fY3 zrdDngL-}IQo7a*PyjXl62n~C{>=Ng*Ox}fyJZMw4lCT_(cm`IBs8v$8_~-y?ro)o> zpx`J;Pe85Kusjbf2*jkRvlVRf=?zgisY-Zg149pZfYvshK@68Xq+`y7he=wM68Tzl zSRyYwR2rN~D+MMpBv`AqDo*$sC6V;n;I+!vtr98EiDM0?KaWFT^X9yVIsogRIg8Bl z-nm_x%(q+zPt9LCIIkxj4@$$xfx?WJe$H74pZrk&RO^rpvAYynlz(;$!g&6NifTPh z!Sn=%W<+|@@=i11H)qSL; zl&0D~q#*v$9S3qQLLce|hR?`~W7W`uWVj1cnckL)ndGpFmf!R5DXo=@xRj%Ukqz;! zYKC{vFg4h*NLAY-wad0ubvFg_u)lT>cJ$_s#M-)Q+8*4yrRQn;i*pjO9n6db zuuR*%m`JF{wq{}SF_mSC{zdd@CJ{B};a0~X+CTpN7M8C_rMzO)R6;d0{qQ=XoraLq zY*tRA#k-%tJC< z^wjflspI$c&cl3zr5k#z6wpQ|#s#*zQ))B6w5>TJA(2iLuwQd9F<^ip-HReYd zD?3bxXSjZ+RA+;TB38uV83A#n1jnRq3)qiNt3enQb_9azIlzGlFONcDvHm7vv+-AJ zT7!RY95PW=sK29pr#410rZ#?MOhf(^N6cEsgE$MUYQAVT-dNW()wV@OPW1Xao_&E~ ziWrQm%livlgBuE4NnN>%oDpQ_bkr4-_jNFRbsxS2#3v!Ksi|P4tMk<7ORaewDnR+h z^-bEG3??&$3lq*@yiLIE><*DC!X2PmNq6ff#>7BI%%m`iPshnBr19*gJ`$lr46Xcn z`{WK@Zw>KH-pqd6LZd*8-ou+4M@556wr1y4rE|3YjS;Hfv@zi@I6=;lmT9 z2<4(CeJofYN!f@2W84?R;$r$=;YH!r;U}od@^H)q0^*8(nqMlDfP;iy1AT0ASJ~}a zOh{{Bn6|XRTYvE$t4oK8j*s{_=wkt@uO?1qGk#2GAt#*|{uzi^7`%PaxD`?Au7$bb z#t5I6cXMp(`X_@VT)SJ=zu;(Zq4#gHoK1Y~B71((I&S9!JZYzw8TI0yiA`V7Tr}2 z(BH%AvuF5h(nmwyu^_CBKQz5rM)pIUxK{Kx(8E_oZp9EbToVy}dB4Hg!yC-k;VB_i zgzllXX5=KKWnBW&>1GfR9-U-VePo$N27>PH3kdDI%AP&O9+z9@s_7JF7r&&rSO&Kz;*>-ziOG#Vs$ zJap7d`LwUOZ<1S401kvFK6obuO??$v(HD0|2u9!UW3g^tnQ}aO-MmCcxh|3KHt65o z39pp{;OM-$hUt-)F}%!*YP)M)^QC8-8st=wvu^NEPnSsnHrNHL(e%g zv}t-h5PIQ$gQ%A8TfI^`1}R2t42|qGn`CB2=tOSww=3OCar5p5pzrNeB%otdJ77MI zdV`$vpZWq_0nw7bHi^coO*DezNbld)R8(1u_u6;-Dt35|kZ&>&rHf~o0l6B~jq)XOY(;+P0Dr9e@CKKc6uyvrPSGus zh`Lcq!%yV>xTe}3q>g_Sx3K0S6r`?aSfWi#HZ9Xg&T|RAsB_sclg>%`_<8q)UCbDK zGrwMX{EFlTf6&nt^Rc3G%qk5fw&8$t7lNF#;JHcigwhsNOVcT>f4oiVkF*-cL6ZwoWu5aD`y5P;#J@9oPqvpO;zpZO~ z?-CBv|M*6Z*l(&TwMo3Cf3m@vc`p~6i5O0i;Znoud?O)YU(Oa!qR>2kd(<^k$8H-! zAkl-GvbfZ8wRd%pO*XG5|3d*N*K3j!+}OLB*TLO`!�aiS;Ljn@Qe`54)1)_YkoVF*DX3cSLn081Fs zHIq>HyxpdWCzW?2IEGO_S(c6RBQEYyRcNwuacFFVPG3Gn-`d)-w{W{KXVGV`Rmkw< z=-JHid7-aXW7&}ZwE%|~6lS-069B+1z^7;^$%VUt+G&iFiGQ%GTSN0eLW6iuR4GBM z;HW<<)tFUqYKFnbLsy?|*98I54VXwzsQ!8uV*O0ntc zjZdSi+ls8c6>vkvZE`|>E#Yaty!#Tu@MZUcnoucH_)Q-Jc9xNMK)>+FffgN{p`Q}j z6E4(G1M`Vt{Q-IPS2mL=QNOh9Xn1jrr$vAqW_L0Thlte09Ej!9gvZ04k?2Of|wzE=--;30Cssa5+G&) zll;By9gQr!@=zTDRwu{m-tyQSjyp(MPR}9}ERshen{p@#6_)~4;6ubudV!3Pl71Ur zTI7;=hwu^-uw-$!ds=yH3dgN@>2fwlZ+3m0W-rcK!rl#wW5r)kbW-K_#*2s%dcRgo zyNYgEEugq&sgtHo(-m!LQRNuU*e~WVN^j6e{Kj+-9_i&+`WyK1)lHRc>jj?B(4Koh;^)lrvKb;ZQpt)nOkMLmF4CJIgN8!atDt>o&OM%_Z$;L8%thv zL7p{YD;Wm0`Sh$iy0lH2^-HV{58?T+xaJ-?=dtIx1-qH`rZQE;`W5@bSiHrFJI=4# zeGh#>&thQNu&A*`So8g3if>Tak;d@xW~=W2B3@fX@?p(0?IEPcMWZvh?mK;oznA^X zI@EcT59#7U;-z&rw8gF@zy^Y5PIvB0n_JXh$QRUp&F>3troJHvE$7kcnLC0>zQpS{ zmj;bZhW-f>^-96)HfI(dPf&G^-SB&!u0{=R?l_G#4gi{_0aZl9fV=a5QDsU;h!dO1 zHpZ}T3A}R`&V%PQ`b8waHSF_!BFf-!wR@FZ4)0`Df5KMZCXUD@AAIt|q0>fe6{7=`_?z1!#B7P{IyMcmwqv?V@T5F{3vB2m zX@Gnb{o?O_F*KCMhXlJwaA0T|C;K&J`oTM2l}EWzx^!v#ZpwO}3dW>QE925bp`kn& zzZAd|XS|HT37%ySemZ&)8NfS2u5b$IRQ%E@{LT?$ccvUh{Ly0)${2o`otcc{!2 z>S^%H5Oaeu;;+T>^Ri4HVJ&pc=e0Na?=EMk=#%SRsh@`j#VO3a=cNx(i^+)wHb-H& z`=Inm0Re&ZGCq=PPLnBhzh@802z|-b=IymO>_j%ASJ7X>T&2CK{dvPUuMEqMHvH84 zZoO}kzxr)M!0GL+ob}n{k3$Pm$YtI)cvN(HK`#neiqGoF*yWbH&W*C}C27Z$pE_|V z<+%xzk+?A`ku0q=GTPJ%Yc&OZ!DS}+;uvBTQJ!4w`2B;fIQ zd47<3o=2!1uLK`Ox%3caJJF0(WfJp8Q<*g<;a*!;4{thdlWPZk-r28lwxgrIW?~d(-^uoXzb1J#9?g Yh&;UAEUmElcz7WoYydz;RTlgI056_Y6951J delta 6883 zcmai1RX81h;~m4ern_CPntP|2s~OWdOm}xPadl5!uI_HG?uqHHX*M~{wBa95|KHR9 z<-DBpa?bai^L=MA<@HL+>$*l-R4z_Ly@Y7zPbfhV_a=Ym)#dwrM=2eK z-5u*jr<`whMZ#R#dC9Y|zCzVp<{KFd{<}+_twb4?O+uJGt^Ib^nw+BO2Pg7X(?iRo zseH%$<)>Dztm=q!)@U96Xg5L@hfZ(hm08_mzQSR1<#)0Qwcc_CooN*yy;?y=lA`pV z!VGG(rNf|0-D#a9k|<9jP*F4uw#N|j)3xkIHWlrJ*KCWKUz^OfQA2gT8R8`X zg-9(W27W~+2ov}qDhhCOceOBa0C=w$B&pbih~xh_3y2meN#2491kr;^f~Sj^n6K>J zlK?I$nt1m&3;t5L2C8=_Xt*P?siRN7@Pdxlr?>MJ-bqR!gA);&E>tahQC=|`X#(sp#=C%<8qaB z0Xa~LVUg(Jet5*eAXe1+Xf&7gQPnMRH$2l6KFoJ0lh|63T=gn7+eB$wJP(}2?RmtZ ztKqn;oS^hPiUJOxU-*FnT5b|n2JnHfx5+%XBz{#{n~TexEtn_jyf43(!?kPuI=f6@C@U&ar?Fp8Xbd_}2VRf{P`oVY|2cF?gKqv|i{2WLQ>i|m^ z&Nxbh7PNXVt*fs}#cO@iF5~(raMyaztDnB=^ z(hl-0EJ-2t(pf-k%kLR^h9QsdDpfb7KaF=Aip7_1`>u@Dr>qk3&2>$$jtTCfRF;MR zxzCSmW4DrfCYL$n*0}}0g$y3UmaA!Go{Tf47B&wY5}yvD-Px&{+XmVaci`$?hq7_w z^##MB+hx_q?3AC?lHQw3X&sESn3_OyhZ%I9=G;(P^bDR!SJFxw+O}I=8u7ivu@3qZ z_Cs#+UJ?H{pt*DINV4R)ody14D41piN!ac*sqqjOY)Z1_Jtqto^BgF-utHkgUtNb+-i4(^v(nxn>8VmXHG3d@#%o?^r{H^!V_ZraCS zRTWQB%e8b}+HL0nZg;J?&qybg?2IX*V#{sh9yAosqot~&@P)g}7qev((wj|AwuT*qlQ3N>xSPwyEtzs!6540i=9#D|u zjR|HY)313f))_$r11l1y5RfII#CRS9Qv?nuCqBU&@JlDbH>lJ=!khGS!S^{pRQgAJ z9^j#lJ@C*btZwn6fH$cSrV4v#>7G4K&UUb@G>FA~7_o*UxI>6?lywk(xCduo(uC-> zb*zP6z*C&u9=uCy{w}*$=wX^+M^>}(r)IEmk!`{pvFQWf5*i9zx6n@9jB{I-v;Y=oitgZS44PGS>cSEj*z93vN5prMKQ z$3pv0d(Q`k$-Kz+l$4VE+(vrO(vp-oy1ELI!j${yIQF55DSiKoxHLU`yj`1H7pT!g z+*np+@2wV@Ev)3t&&t)Nb2BZqZ;?kD1lU#akC%e6^E4Lg4ZI%YZu@nfnhstN= zv$3U?8rc@4iBn4_FXL{}d{HBuyKGwPc--gppqS*ojzJ&qf#vROFR}p z2P-(({P#mMy_WGxuxHLCCc+p03Pg0Jeg*#IKiR9XC&wir@+(bsY8j8D&6r2-fQ|WJ z_nLb276mc!KB~u$CNti5 z(RNlz^or6zp0L$I@7cs2q@Te4m=MSM=H#EsCP(ytmJhobw|P8QEuGt(lZMYv=u=p5 zK{f@^3EOQ>;;`EQ07NL6P_MZNEg0xxi>YW8&I}o!txuU(9g}e(^?9uKm~>Z@Ld|_X z^{NdZ{SnaOb;3#t^Mm)XF~BrEw7?rLv@MypL%AHa{@QK3bCq3dqULwi@s__^@a&(68r$35i(c^jn#1 zR~t~viP$AvTJSfkmD1ERYK!@{cyYCBYM^XHtMk+E=qFoA_T=@aUD*Dw5l>3mA)TZ* z?@(AV&H(QD5Kf(Eln>HHfk&;Z~20h<%H-p!oqv zxfqUS7e-WI;vjpjSpO-*a#*Eb+Qf-Z|1H*xhK#rfiR*M(DRAa(>CklSN3xFsRTLHG zTc)Z^ugO9*jJ*$44R|_|SMQ%M#>r31o;Q<{|JrgZYyGml#GPbJbq~<*-atI;J-ILR zV-wRR-gmc528gIjiH$e(ozbn&)BJ;nvO{6q|FMLsy~<&n_?@@xH+QjI#ESD$Qj*?; zf_XBu92Z|!&@*LMlU=vYio-fXBAPo^(?`acE&OYmE))EqjJj8xtPq+>OBdAqAvK#M zOZt@aPh?J9E(%G=UpLt*m?O8VP3$p`NSnjdh*R}q6?&H?g46{DnE5B8+*Oa84+~#8 zzmucLcJucxcaSKD@rrDOEl0o)l4*awPA{OXH(CXN<{e~tJIo^+u7Eo$0s{L!Yf zdYqE#%f&wwfR2+N0ItDF03Qb{VSKy7#P;xPpo1Ktpphx{y@KO%Kw$#^5l(`LQwS%1 zxYtWGm4+rs!aJ~zZ}0IzQVkT3d5CBS3ZC<`7>DHikdysMue0opva&H<0QSrT z>taEep{%2`dV>ij4X$L8Ii5aehxD^0;{xd2r7!ZI{|4M(1Ox zUjG>w<|CwL%rhMv*K|x`PJt4cq3MLQ3|c4Crs-~5TX5!;#I5rsuAXXaSnT;w(1;Hg zzIBybie!s}m%PPEd7T7~a~rOB$HIEw(_?mU@byLtXGGM%g1UBURBmhF0(jng!FE34 zLixc%ALIQ~meP!p`($UVNdwo>3xSl?)te;?2il@QzKNQ6>Z#bMwln8FYX%5ri z$9T(4Y*kzgIeKFg53#4Gj_%;8rm^?(O$=y_mUIh zoacPi|6LBN*%`Us?mmkE4VVUlwp^CSc~U+G>S$DwwpI z@_mNk)aK%SFg-u9i|7i$zPf7`2PO5`RU7IC)YP-a6xkvP=Kwo@rBE3@b--RucTd|1&JB}*c~ zog+zU^h8NvX!NhkS_^Cq}4s9MW|$t zS>Y~eRWD9tpGr=q6by1>1PiRC|H_lJPH~63zn04RDRH6I$=J z3A*VtR3)^nXr3fI+6>Ukv?xO;(-~RbQ zabuB|%>C5^rY>djzoJHzj3;-F)(+pVUENOIdf_^lTGtDBhaDB-*nBiBRi%d$3ni`} zP@TRt5bT`Zp+Ql?!o_-cEh(J&vmE`!+|<4mf2qG`Q66O7cQPyy#yZPcpxE}Mky=|z znkJw#B64wbgdhGDCxg9ZeAbAU`XPTsX(?JXst6@wL7<&I41eE)^8pY1C*Q#ENfoC|y zgvh#LlT2@2euE}6LHnj81!*L;s@<<*W0&&P?!7yTW^ln&uX4E&!&I!BWyV=9g$cY+ zbe?xQZJ@KLmHqtUB@|Xh73*zDYUAie&*A-{J0& zQBsks71q9yNe}^)y3ypGG#L?4t&S*k23O+t`9~7~g_^}u$Ije5KJ5M5^{e29W#B}cEz#`cJ|x6xbU`CVUT0Aq1!^QGB5Nb*tj9`X zvT?s%9nLS9tqeXF-@T3$agh06t0jDjZ*Ty(@v*V94flLqC}^xUb&mhTG)xE>M8a0p z89x#F-)hfi0-5uUGBkJ7=uv|%>V#ssjNd!nhQxj)mk!irkBTzs*!pHqj;#9@?$cJBx9L15~`6O zWqtRQTEqs2zq*kB!j_*Hs)=H2oESC(n5CX46!m2{39sY&_<@yLk)&Nx1yA827mj^T|!H_XoLsJRK=sQtBsK33KtSuz9?%Kg|PT|cES>}Q#P5G ze;M4CtX0xwKe&83KK?h2Ji$`XmCxn0HIQc6ZEdGBNHxp1Q?tVB=N1~o?ff>{8=C&( zuWubD-H@PU?9|xMpRgf=qdR-pEjiVxkJrsvfKwLLM*sX?^|IRXk(bayOBR9ij6(=n zZ^a2d6_;-zQm9;p>NirDokQ9~jABCyF>k3i=m3GKtB)vQlz71m;`qC-yKf@8ro1)> za;cVz&$nOJ)~a@|DtiOG)E$ps22jmEqHg`XgUE@=-)~!1b5n?Tyl<1K|C#OXR7nNi zha%xGwMJI<7gDEhksD>pS+*PdZn8c~OMkkCI&OTNk(~T^>ZFUi7z2PJY! z6F{v`{<)|>0B+ysN7BUN-A9DJYTS|7uDYbi>Y8z6@?8P`)MpLLK%>h>&8{orU|DD`1E8fit5Qg?lF z`i~~{P(7B82J5fYwnON))v=^#U58!N{%s#$XIHIE-}=&Bu~jn~>KSe+$ec6S8GbT0&SjR24^3W(L*#-`pePOWyIl@%7|kgGoo){UrC znuV{_%G=d6)@S!s#XK|&zaaPp$G^kn!vBTidX}XbEUu-Qm)^pZW>dUcr*eHHV3ygZ zt%{Y}sj2&Pc$@yh(DKvv*TpT+1&8?C9MM>o-SuBvZYj`+%x7=zuS-iOny{42<=R3+ z!9zSpeq7%Jq6c_{QW*uV)0ogH1L%R0wA(1I_R|yay|1Ip{poto7DJkWvsLCpF1p74 zW5fCdp8_C>J7@O-5zQ|YrnD~$dx)g+yURb`^eY!Q3FvA&xMen)HVOw-_Ctmd(xn~6 z8WGXR=;OcAo{^b7ur8t2Hb~ewu49M58lKHAs7P!LQEo*3dHb>}>lv->ykYL{w%k{{ z=2b!}-a`wMz_^D3`o}RW^2gB42K+7%zn;c$i>SF6UQH!!UqaKKZR=Nu4+%XjlkP%9^u=-w)U5s1^(cZqn4rn$# zz8YWt>GB5bGRdhh{`ogd=X&hdvzph3zgOtoQirMTUkEoC9^V$BA! zWd{Uk=zf~SDUWki#*D$8m33zQ>K$YUM24Y1cI9R`fbxEd#Ed^{SziwIbIxFC^;+Eq z(k@qJ1)i_lMpZRv2-NeP=_M5$j-N9Oo_VSC3OBCtRU_n?4 z*cb3J@bLU3$(OPMWa{}M72W%Lrf>$*;s2rQ+CC75f%*aUVV&dx> zAjh&3`H$Ckb0c)xsvgMLtox1O5g!>P4U@R^d<>pvvNgu>D*b`up53z13W;?8Qy8Sd z<-Up9d?fi})xRnK+h%l&v7S^08%-*?N;)9LzWAVE97`#gwl=JemMJx`(Fq-tv1>tJ zorTJ_O_*RwFud*3gRZrTmG&smLZGw^CmexDSn^m}TJUk2a+-3Rey|iU%DV2P?ToMq z0-4l7Rz-@E>P%!iNxa53JP4C!)oP%gYETuU_rumXW_F*AW0JLeid{bybdtG+x zaCJy4k1OgZC|*G7Tc&kS<&Dc@;fmzGvPa-#rY+Sv-U7k0MDnF}LH8nnT)5nm>p=tE z`?Or0yf&cH_+O>G*<~Jd$h>0IxEZR==rKE>ZGD5spvd43uNkGs