From ac047b213ad490c0e4f86c81db71f9f9e283bc9e Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Fri, 12 Mar 2021 21:05:33 +0100
Subject: [PATCH] Update README for sequence 5

---
 README.ipynb                |  16 ++++++++--------
 README.md                   |   6 +++---
 fidle/01-update-index.ipynb |   2 +-
 fidle/img/AE2-noisy.png     | Bin 0 -> 8031 bytes
 fidle/img/AE2-predict.png   | Bin 0 -> 5965 bytes
 5 files changed, 12 insertions(+), 12 deletions(-)
 create mode 100755 fidle/img/AE2-noisy.png
 create mode 100755 fidle/img/AE2-predict.png

diff --git a/README.ipynb b/README.ipynb
index e1b76a0..fea3761 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -3,13 +3,13 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "recreational-nashville",
+   "id": "received-innocent",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-03-09T21:31:23.244381Z",
-     "iopub.status.busy": "2021-03-09T21:31:23.239922Z",
-     "iopub.status.idle": "2021-03-09T21:31:23.248674Z",
-     "shell.execute_reply": "2021-03-09T21:31:23.249067Z"
+     "iopub.execute_input": "2021-03-12T19:59:35.281711Z",
+     "iopub.status.busy": "2021-03-12T19:59:35.281338Z",
+     "iopub.status.idle": "2021-03-12T19:59:35.289485Z",
+     "shell.execute_reply": "2021-03-12T19:59:35.289162Z"
     },
     "jupyter": {
      "source_hidden": true
@@ -31,7 +31,7 @@
        "## Session Fidle à distance (NEW !)\n",
        "\n",
        "Faute de pouvoir organiser des sessions en présentiel,\\\n",
-       "nous vous proposons une **session à distance** :-)\n",
+       "nous vous proposons une version **Fidle à distance** :-)\n",
        "\n",
        "**- Voir ou revoir en ligne -**\n",
        "\n",
@@ -40,9 +40,9 @@
        "**- Prochain rendez-vous -**  \n",
        "\n",
        "\n",
-       "|**Jeudi 11 mars, 14h, Séquence 4 : <br>Réseaux de Neurones Récurrents (RNN)<br>Gestion des données séquentielles et/ou temporelles.**|\n",
+       "|**Jeudi 18 mars, 14h, Séquence 5 : <br>Les réseaux autoencodeurs (AE), un exemple d'apprentissage non supervisé.**|\n",
        "|--|\n",
-       "|Principes et concepts des réseaux de neurones récurrents.<br>Préparation et gestion d'un dataset réel de type séquence. Mise en œuvre et utilisation des RNN.<br>Long short-term memory (LSTM), Gated recurrent unit (GRU), cellules récurrentes, Générateur de séquences.<br>Exemple proposé :<br>Prédiction de trajectoires d'une coccinelle virtuelle ;-)<br>Prévisions météorologique à 3h et 12h, à partir de données réelles, issues des messages internationaux d’observation en surface (SYNOP) de l’Organisation Météorologique Mondiale (OMM).|\n",
+       "|Principes et architecture des réseaux autoencodeurs.<br> Convolutions classiques et transposées - Espaces latents.<br> Programmation procédurale avec Keras - GPU et batch.<br>Exemple proposé :<br>Débruitage d'images fortement bruitées.<br>Où, comment à partir de ces image :<br> ![AE2-07-test-noisy-xs](./fidle/img/AE2-noisy.png)<br> Il est possible de retrouver  celles-ci !<br>![AE2-08-test-predict-xs](./fidle/img/AE2-predict.png) |\n",
        "|Durée : 2h - Les paramètres de diffusion seront [précisés la veille dans le wiki](https://gricad-gitlab.univ-grenoble-alpes.fr/talks/fidle/-/wikis/Fidle%20%C3%A0%20distance/En%20bref) |\n",
        "\n",
        "A propos de **[Fidle à distance](https://gricad-gitlab.univ-grenoble-alpes.fr/talks/fidle/-/wikis/Fidle%20%C3%A0%20distance/En%20bref)**\\\n",
diff --git a/README.md b/README.md
index cace507..15874df 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@
 ## Session Fidle à distance (NEW !)
 
 Faute de pouvoir organiser des sessions en présentiel,\
-nous vous proposons une **session à distance** :-)
+nous vous proposons une version **Fidle à distance** :-)
 
 **- Voir ou revoir en ligne -**
 
@@ -19,9 +19,9 @@ https://www.youtube.com/channel/UC4Sukzudhbwr6fs10cXrJsQ
 **- Prochain rendez-vous -**  
 
 
-|**Jeudi 11 mars, 14h, Séquence 4 : <br>Réseaux de Neurones Récurrents (RNN)<br>Gestion des données séquentielles et/ou temporelles.**|
+|**Jeudi 18 mars, 14h, Séquence 5 : <br>Les réseaux autoencodeurs (AE), un exemple d'apprentissage non supervisé.**|
 |--|
-|Principes et concepts des réseaux de neurones récurrents.<br>Préparation et gestion d'un dataset réel de type séquence. Mise en œuvre et utilisation des RNN.<br>Long short-term memory (LSTM), Gated recurrent unit (GRU), cellules récurrentes, Générateur de séquences.<br>Exemple proposé :<br>Prédiction de trajectoires d'une coccinelle virtuelle ;-)<br>Prévisions météorologique à 3h et 12h, à partir de données réelles, issues des messages internationaux d’observation en surface (SYNOP) de l’Organisation Météorologique Mondiale (OMM).|
+|Principes et architecture des réseaux autoencodeurs.<br> Convolutions classiques et transposées - Espaces latents.<br> Programmation procédurale avec Keras - GPU et batch.<br>Exemple proposé :<br>Débruitage d'images fortement bruitées.<br>Où, comment à partir de ces image :<br> ![AE2-07-test-noisy-xs](./fidle/img/AE2-noisy.png)<br> Il est possible de retrouver  celles-ci !<br>![AE2-08-test-predict-xs](./fidle/img/AE2-predict.png) |
 |Durée : 2h - Les paramètres de diffusion seront [précisés la veille dans le wiki](https://gricad-gitlab.univ-grenoble-alpes.fr/talks/fidle/-/wikis/Fidle%20%C3%A0%20distance/En%20bref) |
 
 A propos de **[Fidle à distance](https://gricad-gitlab.univ-grenoble-alpes.fr/talks/fidle/-/wikis/Fidle%20%C3%A0%20distance/En%20bref)**\
diff --git a/fidle/01-update-index.ipynb b/fidle/01-update-index.ipynb
index 63f0400..a1b4ea0 100644
--- a/fidle/01-update-index.ipynb
+++ b/fidle/01-update-index.ipynb
@@ -466,7 +466,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Completed on :  Tuesday 09 March 2021, 22:31:23\n"
+      "Completed on :  Friday 12 March 2021, 20:59:35\n"
      ]
     }
    ],
diff --git a/fidle/img/AE2-noisy.png b/fidle/img/AE2-noisy.png
new file mode 100755
index 0000000000000000000000000000000000000000..e6c1f5a2775b39ad1c2440f9ba02f4afc1772a50
GIT binary patch
literal 8031
zcmc(EcUV(R(|15XL_kqMP{0UM1R?Yi1f_)DiS!mAp-BQEgeHho>Cy!OX-aR>d+#7k
zdZc%xNR!TsckzCn@A~fd-}n4+&hB12vokw0znQZepr#^AMsk+~005B5%Smeh0QlvX
zZ8-6j%eM);sNCg;76Z}2Xrd4pCm0$IkT6G?!h!O(FblW_9A@rf-wA&L09;|Rg6d#&
zl$F3{C|fSruQ^=Kwsx1)0Kk){&UP>}8#o4N3b(LAiZO0g*E0gG%*7bB1(dm!?WEwA
zR&uUrxTdQL)Xde!OvIe=sW|Y7Gx(B$EgS;_I@`WLI)I(U82{i4zHI**1~CHvn1Znp
zWBgMn9c4A36bcOo3UYCCnsIaU0)<4lcm(<Rg@qpjdAWJHLEJ(h9&S!vUNE;HSbz`s
z*TZ<Z8rmEI){vI@Ypu(k7^5WyV+RI-oSdAvocOp<XbTXJh=>S?n-|2(%XvA2)4>Ia
zfjM&`9hm;+APsjgLtEKltWZecFOD!%lp{ur@lw)1Rj{@D%@*nK*EU^l7|0oB2jb!4
z{-x626P1<!_o=qFzh^sOG~oZp`~PL^0Clm0gEZg{C`Yu}rQr}vzm~ECOQGQ~3<?cJ
zp<evGi)xlA49dY0We4Qt<>CgiX<H%9QBDqz{vc3R2FoKIFfgPUTwYp?@sb6Xm6bVI
zNSa$nl7|-}%*P|d!vm2N=HZut$Z$*Z3Gqnqi0}#jO)HHubF_scF@MvV|3fSDue85>
z!Pf3_WobCt3JW)vL8EMef9MRh`gd8R{*~WfwC4XVi}b(Jf-Z#t{j%(TSo-gwOZWNJ
z{Oz}wo!_1hM_#%+`qHn{?Q*0506b4MB`9QOX6EedY-(z%r>Don#N^SVN7>ogV`F1)
z-@X+S6T{(feSLkAk&*H7@xsEw85tRwnVFoNoa*Z8H8nL24Gk$NDKRlI{{H@Xd3hZj
z9cgK4^YioN<>kS_!FG0b1qB6dZEeoZ&Xtvw0s;ce%*+xJ5}~1?9v&WEUS8L)Uw3qL
z3<wCQs;UYM4CLnK#$vJb^z=w1Qb$LJhK9z|(=#C<;W9uV5C{T+kdu>xLZJo*1}|T}
zq@tpF_wJpNl9H;b>WddIjEs!5w6tVoWX#RYhlhu6-n>ajNQg$G_4M?XmX?NwhMJq3
z>+9<`H#gVU*9Qg$ii?Za*48E_ChF?yl9G}N3k$clwnj!qc6WD=kB_^$x)v7~x3{<V
z_Vzw}_;7G=@csMuqobqGpFjWj@ndCWrN6(wySsaNdHL}0u&AhLV`F1-a<ZwZX=i6=
ze}CW7(z3L)w6(SM<mBZ1{9I8{addQab#>L(*LPuI;p4}TR#sM*kaY3K!%!>Tf7$WG
zXsBrZIr4w@1_%=>T3kYHmAteB)Oq5&;i@r}_Ml9g=XG|Z1m&GMn>jCqV10vI{InhJ
z_Owv`&{P7KL|P%WV8kutNkQK(M$ElWq`VsB@|0B9<GJziVELAAcG3`ZI4gT-zxnIe
zg;#N(K6xDWt6ZEJ4Q%*N%a`Xg%!^TdQ&HYH8VW44v38-#>=_zfaXf0?N}tS{{xrGx
zw8)aaJaqEuLnLc#Y}oz!Yp(li&k=jHmP4PEPb(0;cfa-I8&<a|7LR`oA?$xIggPf|
zGM<#UN>1kt82owvwViG`(#7SoDLUoBezXP(h0+XL**QNud5l8QgR~2bl>LWD@4v!#
z{{ay|wznOcXlsu``tKx*I&H34oZd(eV^v9*fn%{TvGk%?eu$Km)Btdx=bG3=Y9O-F
z>|}E!Prt^X63sjp-sXPIryH(j`9ibl{d)4*$xm6nv!`mRs(qi7*V*l>_rH%DR%3rO
zO7zEY>VNS**!(t026j8hz1z5lok8F5=@wMuPaGIfcW>$|pJ|%r;^Z6$W<x}Icv6s%
z&IDqreX0Ru|J>Xh2snQcpn#!~qWiTgTu9r5_0a;>mlg;_YWqmOVRyIqO)gdmr>!Y^
zfbCSxk=ae6SHuJ>Xa>)+mg`^lJ+4JO%wdW3e80Ccz=SEM4!O9&*1_U-@LiX7v>Y`Z
zdJcBpHrX3>N>%_YenY>!j2T&pENMB^blq^qE3cR!*wRy16vr}8CO@4g48(xvmu+8N
z=vm+jNLmq6O?qOb@36|=lFs;Mjm6w;1SmVcg_ja1<zJWEvSH#>es_k%x5oMCU=lS<
za}=!l!AtVSOPf`CNK@F}DhOCg$vNmcfLLvifHgfkATXkFvUA|(hM2Wdy5O~7F1Rx{
zzRgrP;=ssX?l9bJ8*_Hgys9VDoiR{^Ba>E|dYBRSa6ODpgb|@|byj(`oaJXZz9=gj
zAWyim-aD6m%~M}Om;QCeciPxdAP+N}&1oIpUAo*h+v``qcJp-aA8Q7Yk`>kZ-?+cy
z<#^ZL=sQy^w}Cs4V2n)<EMR!Gyg%4~d*+eaJ5pbS-AqNnHPG8Jp8hY1qWfc%Y=#Si
zJGQ=F2zL9)j`nHN7TF?1J&~_Ormk1Rlxq4NVD@Kb&Zt;a-4TMEpIePn&qVtAv{Jgj
zBd&p?{NxLUqKr<1nxG1nUX!`WhlXV(E=W)D;|}}vzqQqG&zr|G<7C(?8w-HFW+QZQ
z3%m?L34wmgN~SM=ZYFNNx{)eN4t)6|)fGMRFhq#hH>op9s_(<o4EvvaY;V?NZ;B6a
z^M5cy2u;w{3nr>yX?1pm)Q%O$S<@Qfj~qaskDKrxEO{4|eZDx@!dquf&2j=n1zN#i
zv!O1rBCr5FlPLi2dl%dFackV>ha?7CTC2#qxFKac@R%XGrJh$-T-&F|UYrF8*gZAM
zfjd`>2oyNNr^cENd?`B1>Fxr3Qek+l3HsXFcaq(z3kpE+8=R72?nM0Hwf|Ic#J>6x
zMViv?M%YDdKF=`P2?5IOarFCMzr*N+dARiQuzpa4Okb`(hT^pr$Q;3KUdA(}M7K+c
zYiS`!qev2Wk3VcK&K<~X%cFg`dLVM`)69)zleU$*7m@S8anJ{EyIB@8;X)2862Is4
z$jN?9#_{qsX?6T?W}=jgr*EjIVmRNk+lxkm0?@{KQZ39=_vmN~)8niYtP-S4nDDip
zo?UE;LT`y!2<l3kBD)?ZThfoGIXxe9vis8~_1ibBXGSF3+S=P`tpPIo-l6oOG6pej
zkuo`%RX1_Oy%uAPCsj(c9LIHbDVlUlYOdRRt3w#1q$BQy+aTTY-X1@zOds=}aw+pG
zo50+d8^u)7+BueGr{z17yp((dR9&%IpJa#gR?oK5tIghe2}u#}GZlt}&0hWRaz|bO
z`RX`8*jP_5f+L26Ax6?=H83o}t>4&D6Nx2}2`Xvziv#1lHodIP#M9IW`Ulcv;kEr>
zSii3?w=|3-d{1=#fSGt=g>hxQp#GeLt%f8}E7@I^d;^*fV3*<s_*eklVXC6PV(*tX
zj{M=A*f!hfUQeQZD~mA})%&7XtDJwNg3YAi69uM}T3S;mTt#@>ed$+*gju>r^bb7R
zK!BtYVwf5`LyVBfLy_2@-?Mh7*`NDR0M>kRA>A(;kB=(&b>j&s(;zYik&TFO(i=qw
zD>g)yMLyugRlt6fQ`*4WT}KCE-bL{`gPIfzh;?qHD1SJy+mfVAntnMlzh&d(y-=DG
z$8KSL4u3?0LSDPv2;CqKXV4Pxwc0q=Ygq4!thd{l2=T^?8=QsX+g%T&Bq`Bdr)5Gb
zeNTTYhuyco{^lEbCkSLzGeeloy3gwYI+SEmDy3MHDo1`(5akeGV$4r6h`6eFKNrFr
zGb$V7H}`r)-{+Xw^U<WwjCZIw`SY7;;<X;`^vHl{D066;Saa_gaNAqIyMK_zww*?~
z!z-+}uTPWj4j+KQx=W4eee`7ajQwVG)IzzoE4p*JFsh=|<>K7^`sB$Q-NCM$@Or8P
zKwfx^-o#4sw8rgv_-snJzsGc)`+(1nk%2Oi#y~=Lv4pN4*I%bB^e&pO+uwtv`3Vgb
zYYb8qXEJNA<oouC`$Wy%cB($YT9b|bH?)-TA@iDgW}E%*D3O;4FVsYRh-^}n2+)nB
zXP;)&w=^*Uni2~9Fv!~E7tsnCAb)kpTw7_9SWyiU;9S_Fr=yFSf$sWtih4yox=5U(
z0U1{9*{?+q#QI6{#B)=}yTaevPL_qxGG~#wEOtff;aIG=9`LHW*FHb4Uif*m`~md3
zunuEZ?Ea9?2P_h%Uj{9`IA|)fZIahJ^poeY28XN>UprFYyJFMPk)W{Sru9bk4dWA-
zn8Pd}wgiROi;xRboyMw11q^QmOq>1o&NF2@8)F>+t<a!2-YijRAlpNV6=Cyx@gz^f
z{B97cZCDoufC^pF)UoXeIGsCO+!$(2!+Y6_g&O2<m7+2#>l!Z}jSGr0GrW8gAsX23
z!;HyVE&4fA{H5vmmTI?=b)I9lab9y?_EHf=F1Ji*b}GXZnX!URY46-XvU_)Nk3hgj
z$wk%q;Pj)Ffi%sG^Kx&G?jk<#I|*hCf$X<tM-{f^SX*kJcT^QbIRfVp4mO;lb0e5D
zgbw)y;JIIm>0#I<o@KvL&JX8i;9WmG+C2@mp{{Vd5}$<q8*ToKLc?q269l236$^~(
zzc320^DA9Eh+l3eyC+yU@HVljeqqLYzb$I!GONifzSkB0WR3p0HLZ;^i_fJXjp@)3
zF;Aap3+K?jqGT^U-q-8cWIGQ2?CN_zgIB3Nf;?zjYpalg*4V<=0z3}i*z7ySzn)7>
zs`RZ3wwzQUZu-@df1<8W`&^nCDYVqtPr4VJ&7h}b9z$IuKc1J}r7DRBIbDfC+`H<o
z6-1rzNVgbwk62z7V*KuH*OQ2TyxOtX*9{QENVDI7k}rsS&HvFw3ssE&c2Gi(Fm87O
z+trYMzH@ryaC|LVG8@6dYO_oK%uT6xxEK>-orbcu4s@lJCHL8N+sl5e?YEzD|BLW`
zGTM{mXnj4W**1!w;-i8I<a=?R>hPIbNVsLViudQ5%t@hGkg?W-xfM0yc@+U<IVz(p
zDO8KZK#tmKUN{CH<lx|tAXEhvTNgZ9*w4s0D`(wB1T8nSFSxcc)}pq^$8W0ltpuIx
zdywjvXg?b~@m1LTs2xDfq$S16P-vM+{c~^6j>UQ3-uTscwy6y!D$Aga`H;tyZ=n3Y
z@Dq#_ogZOv+g(ydBtu&T&xhG>#rm^LKN5W~8kMg%4u2+r0cr=;ma2$zn*w><X&wMh
z!nmXzTRUN`D`{NnIGF38>=^l0&h9kUiLdr*<TrXRLP|$gxs{q=bn)KnFFiev$5#zc
zIXvYQJqkY?>^)SZmHk1^t4Gy&EgxcFLdwFmoBX!DxOhPonW1u2Bej}hLn7Wk#wqq`
zWBWGXafp3FVeX<-)i`)JPp<^e)H&%*17L7oc7j}9QyH?K9}F^Ep6QMSbq3#DbME?$
zDLFxt=N^ny(?w%1*t!}l8^_0Wt&6|%4<L2PZjY0*3doM+6c+RU%%0OX{1*0IdniY{
zprSbdk>x7cKA#T~w^EIh><6sOM18@oK@&Z?lO?<n4``CEzOH947fkzH3Z9nm{e~fp
zKTW{X<ya84)7KP}%2*)Ex9V+GT09CB1bdTziJL39C$aq1jESk5-QI?FMCnQL2fDkQ
zW~vV?;anUa9>nLd5S*0}?~(?h(p~WtUpQmSv`Wwl`dPEDm|sWedv-S!zU9GZ@?SR3
z)h%Yxm|oo2*xJe<eMe84#Y2|1J^e=w`cEDlnH`ZNufI5VlZ1-%XRRZ`@?yJpUtpAU
zY#3TdfDmIKrPBr*pJaYC@zAyMuKVMt_MzgA3mlHF)-BwmKPP*(KStxg|1+AGgW0>l
zW%F4CR5L_>H#zl+>#Ncd0`Of4aEbPM^7kG;-^L=MpN^f3msM+11^*8@t=qA#=rY=B
zE{kikWD(JuH6CYG-iFl54?gEnT3OTfH$PMM(Wqf&Lsun4gM3xh;b4B4ztY!0>iJLV
zz6dKS{G^>gJ|P;j<c}ZGZoC6g;Jv&=hTMhpj_QI~KM0@j-{~GJU_aTVYjWGl!y+BY
zR?GV=c3;^sDS~0(8d+9%Vg6xUt1_>!3f|%CW&#Hk3IvLeW{*(oY$Qume3r;b8m)Ub
zyt~rjY?41VcBP@FQrJ^Ee`-b&2iwO~nvOhl)-0OIjO*;|#A7(q^_`rB1=0)RfBW{<
zPsLq>)%NP}ylCRVGqA_0^N>MO_(-g;l*mry*JIR>q4|EhvzkeOL$%XZlCx5;el5F`
z&eK#$<I4Sdbf+Yzbcy2==n16nWoN%aV@C@im;Or%+e81=-4<wP;~>lB@6$gP{1u61
z(XKffCnVoQDRRjLNz}y2{b7X8yQ`a<NL?6jR>YMCuyW`F>j(FI(lcAxIwZEC8wocT
zG77s^)Q;2Z>=Q4rUz)y8#4zXH`%JVR;#8<)Y59pLilNr>Q@DpHK8b$`e)n)i?>hcw
zNwMK|lF}l9trKfQ$)TF&wI?Wlo6NVy1zMI2bh;sv<J5;##I7yq)PwlaR^R&skjT61
z(eSM3yPR?C8`@X(`V*Rj1LL1PPbG`EH9Nl2p!d$GWSl6NjW4=W-BoQ&5;z0o3<Y2N
z{2yiMoM89|K+ZJ#u+}amMBQ;E$xCxQFga44;v)z7#P*N*#2tFc3ipykIf#RmmHZEf
ziC2#qf2PoNb;>rb)_7?!N^H2S^nPMjE98usx^kH15HqN+n?=PTNvL~7$b1*r#W_~u
zmuqW@?OHCKk={8B2%n;aD2r=8eE;<Pkm&&l!8&f+GU)kS`OPm9?ltaiHMhz?(2J8s
zS9PeqKF>BS9(eEx*7uHCXq)=MyOeDWLajDi=nS_FeY1+v=;CgC5Lh8BR27L538;kU
zXs4NKHU<+<!9GE-!ZW?kZ-0?;`tOXG*Sw)FTJ~&Nng`D4$c6}z4NZmaU#zZLk#U0W
zNmkfy%xbHW_q;sXflpL4O_szO5>)$o-#2&aOiHc_m37r;m^5{dgB)?J4NLP23Q|LU
z$`8)e<<>DqvOtH;+-c=J2S|iaQ>2xOm*!N|(Ik2zNEWo6^y2L^Jr#ponB>BXSFh^5
zXwouTZ!b|cTHmFkTf6z;CPi3btG<8!Pw%TY1`7#qWJo>yNSba*c%`sJdw;G;nG0<<
zD@VSfhnsj!*~`zW&8s;TtyI#}q}g%jdH%pwAsS96bDMkA^RL4DFZ|h1s0cB^Yd|V1
zFv%uEThar09iE=xDjiOZ06y$bZRJ!XuV%Aa%o0#W-s-U}H`DG~$$XeB@-1t4D1n56
zz*h8%ySqElv^6dsPC!`}eFw^3BG?1F^+@trBDauVTiTB59^vsLveZaJ?9M_bl*n36
z^cta&2?Z|#fb&RO1H5hm1lD?;K8{)h<G3C_=0-DxEcPdt%BO!kni%miWoDzX{l0A#
zM9$_RDlR_tNE~m8ImXC#(c<yp9`U=S)uD{~oLop;skK-6kFkHUhrhmJy;^|5O1^p>
zTU0h9K-nd4XW+|avE19*!sXW!-q<K%Pmq|Hg5q_$;uNU*M&niTLgrUmc?kkssXwtJ
zm`$vmWFgW*w{;Z?ji1n5pE<I|VI6s{KzfqzGC;x9$mR%m75Pk#_cC*vWPPjgXpin=
ze}OwO$&>Q+wk~zi9W4UMCM5RI<xUxrskymSlIOBdM%F@d15Qi)Cxm5ub#VOj1{twv
zSlHzOr!JOUz;Q2H(tCh-ar6zYhI2kG(ng&34&@iifd0?->w+h0ULK(-yRwRR*SKFL
zqQJjPoj;E;R4N1(8t~r?dNdQ2F)~({vgUmj;I_`JyrPm|;ClSrP6olTl)~C|fQGiw
zJgy}%eQv4azHp1XQ;GIXoXfoj*p%K2o5@)lf4{ZUas!f8KNq<$kz`#{YH+J^M(Q>Q
z94JNK7*%SMJ3^v0OR^ln#`s$ET|&ZFj#T21!e^tYJL%|VsaJulYK?U9?W2JW!PYpV
zCyok8W0p3yArddGQrTL5OUDdh_12ZSF%u@e#T4Yj>wSBB(4d1x@2k$$FGl0)WOxs(
z$h<?;Jqhw)98JPSZa+8syc~p{G>wi2!yPCB3=Mzdtf4Yauk#MGd1fl;I9fK3P0Vb~
zKvh@=x|Rgx4+w`VH7I5Wx|+|ot#!h5p1s5%tS=*}rTx9hqhS!2=U_NdHX?x`{gLA-
ziW83Ub)S+9YA=4@oZe*r^DD7q@D+eYFcZdYq-%w3Ga|Q?rX7siR0w@J#H#h8d91Rt
zlX7GxZ;>b;I`r0!GTMo{y;3sHiC@SlV_IQ1Ht*SED}UM#nN5>P->(p|rCt#{+5A@h
zHQ>Jb!nLW&Vy%+O86l((gYptSOJEh$Jyj0FANj)g>Gl2d3L&7kV!T~_S#_lQ)&Ix1
zU>v)+nr_$EA)c%7g6$>gPLig6zsD9QK_yKgghJ=cKIx9c*zR2JfRc+_PqzHxn@EUs
z-j8Vx+<@lleo_BCSG|>OKe=;HMlon_Slf7<y<7EB%#q_<%e7;k0gi7$d#REWQ4LK^
zUg^Dt&bOc55X@=Ki<4F-Ft&3F@{D$hCleoFAkzweCe1S=inu8cj6yMR^6qlX(L@^&
zF5FZksUryMyvCRR{&RxK;Q%O6M)pNftasOK8ZB!`&Px{lEH$5Xtp8T3Oj^qEdu4~G
z_wjEWje_b=o62A3O6r)XFV%n7oj9wl{l~h7I0Y1}%p#)ly;Ydd;CHB)$^^0sezi@S
zypye{toTAOkNl2?Ot*J`Q&$h3f|cJB&1_9EnNMq4^9SR6N8BzhDc+;E0t2VmEY;$v
z!(MmjwYxyh$C9zwfpQ(+$<x@yIBO$<3%KT|=-Mab5!D*cSC^KT1L!z&*&g%UxRcwq
z@o@w^YwF$M^3V?)E`O7#@gt*Ub3zK}L$enfLEIh<e-58E=fvfqe0$h^K4#tZ`+1SW
zYr2chw}KZOUo{{_(icxck~t&2x1d@InE%cxhP36gJW1sE2nw%(%0jhvD)HodwidYv
z`;Ex-14ULGJE_{qaEUNwLne_9h!$5p1g3~Npd8XOp@oR4Dl4mJQY@_Xfo_imMa^rp
z7<|?4oQ~HemMWQB(2RE5>51cWJlAKq8oLOwO`WfK$9Sdt&5t+|YG;~2W7d<C#iHD>
zZU(J+?97m=o15EYwq%a?<^P?XoF$5d@(Yo|5MxL@bDu#SgY~}Wa16c?r(Te-+Q&uW
zq{VWATz)u~r}c1ueKdTM=Jbt6^(Z>^Fy@KVmw)g!K>vL-<>cih1^-LV>}0yEScyKS
zH_$B7%z(LmJ*muAPL`Nslc61KTup$kQF&;qPnr@bn_5)a++nJBi{2WR6}R@5_|f3R
z^6*$^2S!Mrl8TSQszOH}@1A4D$7xOLQo%?b>~SRzb!UE7twEl+GRe<&NjWCWlhwMH
zwZXa-7FRE97kFc^c}^5l5_`%vkMV%)BL-tM4Y!63o-ahER!Y8MPnt$N6lXWot*YG9
zMyi^HNYjE`DYD6hj3_3E-YKse-Z`oH?S_Az5Ia`%s!qj!?bs*wa2rEwUw5n_$V!bz
zj)3K<(^km+71SE1i!J)<+)FE>K{R%1wqRW$1Bxs+9#c+frO;;~8O;>*Hz&d$3|R78
zE^dsehv+Mw_p9&V;_k$HQUy{xR{fs%n3pn@7$2fVCyIT1oWqA4_8JVxw%K@ANO9%L
zqkGy<tEjV~x3??j&+bQ8ka^hAzVBKVGte%(X%HRI6Vu56Q?_cMsm!JtZ_1&v^>9Uf
zFZ8$@;gY8L#?f?qWySJCD_h~d#gdsSli(4>_oa53=1Ys6dCy@lZ%8b&P0=~e?t8F)
rQ#lj-#&r<@`E^o!P60W&k4FSJ8q>1h^(u=0b>%G&QIXD<H1YZ$+IWnF

literal 0
HcmV?d00001

diff --git a/fidle/img/AE2-predict.png b/fidle/img/AE2-predict.png
new file mode 100755
index 0000000000000000000000000000000000000000..61cbdd9d10cfd3140cb872e8f8da4f0705ad8fb3
GIT binary patch
literal 5965
zcmc&Yc|4TgyVgQQQjBDYudOgM_H9V^7$Mn)n3%B)GlQ{jrNzFLl%<r4$i9tT*0E*Z
zXArV)*(q{|mfyXf&;8zi@B7Dl&U@ZxJ<oEU=Y;C(X`W%Y$Us3saYkE9&5(kE3QwLR
z=%~qW>njRc<bfThZi>5wLE=2&t_TVhTg+VqkG3=14q=FZ+j_gSAQUMmsQDa>OmU`A
zU3nXfvl#pcM$F3@OU9<4P*nE9!fj9p9M4^ZodX)eyIN7h%i~}R;Wd$hf}mJcguR27
zk1OJqkDif@56VW)mRDJcN6|~3Ou!j|gY$SfJE7g=y&$~DbmhtOqh%m3&oKxN1>yZA
zlqpo7M-}6W;E@&siQ0fb;yf~PVqj@WNm*GD9&wO32ndn^f<dC<;_@JAc_|5=-w!XD
zo2xBS-cU{BH!t!Rgx4O2!^#7Jo}Qj!o)TghS34kBPEHO85(kQli;^Kk-MrB_xR)r}
zjqeWyHH4dus{<D2fI;&dQH0;cxZ@zaWJ!Oi;EerC7VY+Xo5&jm^nzo7U@_2<N`C;M
z(El6M+4(QD8_p2%A9?>*!fr<1SOm}z;f8T{wILf0$#=vGE3fK`fa5T(Mi`9KpIy|q
z$KWt-_82UWxVRXIN65qhZHw`A6Fx?OLgls5Za6sF2BED6;U$w0b8xVgSCLT#X@F#8
zWhKBeV6ggi+3VseD(Vt4(o$emu#AM<A6zwzjk_}fjr)UZ`yX7nf5koW1!pXovl_zH
z!2@Bd;fitQIo4U;;ooJE{#Saxac%!y7MXv=1(JmU9$EIkS^Ccs*?o?tfBlyH@z?Va
zXtKMzlKomL0pm|WL3vMK*GRp*yc~-qD+Xm?VBqBBgg_vvsi}`2KYsS?S$cZ9l$2Cf
zR#s(YrGbHgsHkXbYpaTi%9AHg!otG%`T0vqN(u@JA|fI(Gc)0Ecx`R1mX_9q3m1Zd
zf=WwEU%YrBBqa3e)hn`xgFv9Xyu8=1UneIg2L=Xud3nXe#6(3!`TP4jJ3D)Lc$__Z
z*2&4q)YKFJ0DSoHK~`4Q($X>~Cr4df9f3gD+1XK1Q5hK-1q1{H2M6D|bH~`&I59C1
zhr_9<sT~{~%*@Q}@9%&A{{6>~AA5Uy+uPeaJ3G6(yIWgZ-@biYUteEaTbrJq-rU?=
zU0v<&?p|40SzKJ4ot<4?UY?qo>h0~Fn3&ku*jQRxYHx2R5{dQo^^=p6U%!6s>FFVn
zNMF8u86O|->gt-GpI=y57#ka#o11HHZXO&Q93CF7tE(Fs8L6qMX=!PxuC9i`U_(Pg
zO-)S$0|UOkzMY+&{r&yL#l-{y!QS4!qod>J&z}ws4u{8&g0?;@IX~UQ8S35owetV=
zrjVu8v7?}1{-CX<V&pZl^m5Va8G-p8IB@_~Rg@O09jRe-_n9d$Qd{RO?;U*u$Lm#J
z-iL%~sP_p#>$(H0I(s=AS>%#8xUPW`_FTX6tgb96R@5X65Bn?Voo3{EX~%v^aczHA
z{4l#`X+yndi32c&>XlTG^;%{_jYQRsaKsD}Hlao4zSUZZoE9&Ts2b~D0es6ctYx{|
ze0f+=C))#ear)Kgz`{;8?Lv%o#L2X2kJo$LdU|@*k!eu$Q{q?YGXKR=e;sHNiHzv%
zdNiDBSZ01#Q*$U;M*u$r3c$9hkKulU9}gbLgk%+}jQJ0a;Y6}!QO(=S#EMw5^Iaud
zxEb-4rfxNfXTJmsJ8@I{7nk4I2e;ig7Phyx;B{lS()A8l*txi>&27(?`Tr>C*8S0{
zeS+yZ%STa7P0he-^78UOL-y0?4o4nGL`V1Te%sraoo~&MziKoyfHXi#tglq8a%sei
znB9fVZBZEX2BBApt<JjcS%aRb&1+MH=(v`{*1%dHLFVisrzaiUc!{FqKT3+-Ko<iR
z{2q`hy*I4rHuu@h3Xz`$o6Fr7e}-A_1o8owVNkgfvH6Mt+e^cQ=0N7k_Rd&nlJx!F
zij?!icno)T&Tuhm(D7^Cqf?BVOQrp~Ox#NQ0J9RO;c@1Rc6TG*e%LVZNZ{LCS~`th
znVgQVb#YCRb8G7V(iF+DyUZuV*Eq4jN{xaW2W_}Q3J(=dz6sCnwN-Y_X@0Ns+=5px
zMadGs&;Q3F$A;+u<3BuXvdbH#q%obaXW1SN7qKkgJX>Jb$yGzjw+X(SXw%1qUjRu;
zZVG<IYu&sVEz;c)Oc&WjG7R|6Y51{U>6(~TwVxtygml?7@ctoH-gn&QNRUOPm%&SR
zwV&?Yq2Ir@u+%je{7lzy20N2*5$T_GPQ~5;19Hw&Q&YP(1wUg^jy?mMV5Qsd_1#%<
zj{^)wFAnC`x9~gh=Lz|qD)U%Q<jz0e&VtWD;p{}~^egt6Pt<oX27ITk3#m~PD*NpN
zmVG4oFxl(lmpP=JOhaiPFg&_3!*ZuXVfB*QE*lj1#&T4JPzgb+2i?iNZWJsy^?Bv(
zZ9Dbdo_kKp_Ii!=Y>BjZ9P9Y@Wrhs4M89aYl6b+zzMl`f_$A6sax7xkQ_>?oy1>r8
zCs;RH+P-P<^)OcS+0+_kC)8XX9UV=%9Fe~ukq@dpQF$wJ1a@h8hO`}zAk1sZe&Z@|
zo7JNV7Sm-YA52K}De@z!=&uT=_V7PakRy=f9ZQ1aHH06Ee%N8m@BTr@9R<E@^w!Ax
zIA(r_PRp`WY4PBR8*}U2G<PILD4%>nk5%r8i7P2pGn>@}_zO~LUUc`^Bj)Gl{|ITM
z;=TaS!t<H-NQ!~k*UXv1SZdEOUmGHcls10oC`%m)mOOVwE!j5Sp!`~^7_+qL7gMTt
zW74G%!zURU%BP>Zvtf%^SS~u9b6XKUrRwJ=%fH{@aH@CY070uFfnHWVpJ*~(;!F&9
z2sVOKLE%b1n{zV!C=N5X2a~z6vYCA#vr#U5j_%d7k_Pass~YV>Q&_s6=iit_W{Ug`
zc=bBb(PDb;u&MmwkQ_R(cv#*p&jf3R;?I<<39)(KDqMJ`Fxwrg(*-MB)$4e=r}fDT
z4Gj&e%mR@CT;oab$d|41H?!Q)2ZdyZ$soQ_4K`xZEacKkL9es0ndZjaM?T3RoW$7_
zpmDG-@iWPZc+B_!0;x3e?#8k()vLCc49?}DaYpn(Xei6rY<}7vk!{cVY~Qoxxw)?N
zcbxbFc8j%!pfnfne|VJl*4u!V!q`+y1LJoK*YJFr8>3xKkLT{aP<dL&_DD*!_ruy9
zpZ{Sj=OmJNc@y^x6MG@{4T432MK1Eb?)lg3aKFQY9Y<)gEubsSbvi;1cyr4-dsvMN
zb%tvDfXb}Q_5I^|7yKQHxKz-aXV>qa_&mbZ-P*(3WLb1a8A+8IhDFVNn~GLW)P1iL
zJM;4Uc(z-cY#Ec4cpuQPPjOFE;4yuB6faF>MeN<_s(oOf&$llsmMR*BrA`G!4tXv5
zt)eV8Y;~ul#!jmS<+d^RHXq*2vJ4t~x;5)HGCNSi1pt6RxW_$od1DV*Pri7AGonAJ
zKM~o+`{XE_AH^8$?0`#cZR~}lduF3;glKM<XmqB03B||3;Pf<Lk<XSRrLUAHkrh9&
z?;SG%q^oAsTUHw;xqA-wGPN_oG^Q9%GF_DXh-vgII?uv37;2sp7kRqGO=uk-5y~ax
z4}KrvEBzje+JoJ;1wct+W(Br(PUT#(*iW*Qz+3nPrp_z5ruo;?;Kp0?>6{`$&=Ly*
zK=U0$^OF%)*83f?DxU%zXON#kJ24<IebJYoJ#UgJLYy72dlU0u_6lH{VpDfDab-z#
z&jC-eilhJMe<neCd_;J0NU=E->5S~pyp24hV10+K&r(vddSTA5?}qo@Tb~w~*&P)r
zMLaxx9sr@{seh2skY@gDvXTGo+qVb&K8{%yI;3?PDLKF0JkmK<3lWZ~Ete!WHS}PP
zC92tI(&%XhuclQRRrf&Y)**H1yh9N8N7hL3JpsnSrd8;<w*l=!TPMDjzs6JH-vhQp
zpyu{LX{@0I(k}#o!WJlY$ld<l-YNYgV~q)|^V|tDjJ2&gPf%O}?%$H7B!%(q0M>_^
z_by2T#OODFo9n9w*!3!IZjFg1_{N>A>%o(h|F~wVs;U}B+**9GI#vby1TfY-?1zjk
zw7z*PXK<Rey}IDXytVkF&8poh&KFG&`^(%P$3w<c$=Qwf`-l`K3cqJdf}ClKAxf10
zqqFaQ8~x~BaV>j&<?~BPku0Yb+fwVuCDo9RboPF~iPc2-80s}P{AV_pUOL=SMU|~-
z&9MyM>C+V(%Y3V~fhnrg+w~IEo$%wdW)b74W7>2sMEt?lCB@l52UnWsMA0Bsb&sW?
zH{buHz+Xj#TfOL%!^*dor-F{Of-8Uu1OJT~D2soC?SjkVfN0?LtBYNXT#5iGYOCiK
z$fQQJi-6Xy3}$SJ)4Sk@S?s}&om}By@2v%cvA6%Yzo&F|fjP32G*TksGMIJ*bcE9@
z<}R{Ud{k0-NQj#Y&b@EVb@Qc=!+|0&a56{nrZT&07M)8>x%xF@pDpI6Mcq=EPV<V~
zv`hVRr}iKFil`^X=k>&VH(;h%_cVaKhTd=MQ_Lh3_xn$`u6UFp%*}~Gv@fHL?}7re
zN<wh5t>xmB&!k^Wq$U3~SZyi7zUZcj$#e5J$v>lBSq}F@2Ce>)_F7x2R-1d|8#6bD
zoLH2BUvlp5j-b+*u$z>H6>+aThb0wFqqqRZo^*UK*|+=(y_n7;u@dYw)2tU3df!$d
zn8c$>wtM4!dO3pyTen=AGGER5gZaZ6K8owzfAos;l3X%eV=`F7bME$(^h(WpO3yAC
zr=f2F%)O;vMFQ@7J)bR&>C2>|tPik#<eL9w?rWImu%#3l-lm^Q3NCe8jEf7m-HszI
z3w%SZBSZga^DAjEknVD%L{{8UT^XxFg&A1e1ecQpmu_PMLZerq6`OS+#PUe7OAH=?
z7EHf`rx)W53C(h#W_&<rmcU^8U8ieCI64H7V01xDAN?tt<=sQtU^-Eo_EbB<sf-TI
zK;{dcdFONQf5R-+y>H!-zWK6bS#V^_J5~pI(L1NOcC@j-EE47E^@^?lB%&D-cB#Y5
z@&qzE^Q^*`P-63{lK=NUn;UD=A=?}Hfs#DwN^XP8cQ>I<95NdXlrQ-{=Y;G1sWRE_
z!Jv<Jrn;cIx-Xg^4BOn|ciQrO?CN{?)4#X!bWy<AbldZER31Bi%@|tF@ri-nN-ZtV
zvz2L+!@`-f;7Q#mTgSM_I$qImm7PWX%u9{Pw*_nF?_>k9l_4_q;!EZBLp#Np1ds96
z*B8m@WPmY#&}6Bx8)vm`cGYkhl5U_dx4rH;?w?+jkn8erDCKVF?JVrU=W%g?TvBdN
z0H;lI_;zfRe0a>x99UsWdfMy0DU0*p)AraRSFs9`lJ79O(f!onReE>NzVmnJdLl`&
zeowC+Zzydn*7Npx+Zwk70Y~!Du3kzi&lXFRTHxDt8?UT<2p>Jk?T4+bt?gtjdrv8K
znK#s@rPTg2vsmsIMf$=u*IWs5mzEaEcQ7<OEZp@u(YZC-y!_y18*>UE8^q_6M9e#f
z-`d@Nrf+&-@^f0&EmoZZvF2Dx4sb#f+^~^q06DK+Rbr4m%w{r|cUtylS6Mf2+@G5I
zxPKs@DvaaJ%^?bXJa984mV-ZsnKOgJmL1>7Dc<%R=s83zC7E#DYj7h_IEd23#uH~f
zS4g2xujac1QXMog^ESyAPcdUdQ2Xm)#+~z8N>KCdPftIWNN|f%37psj&~xH6hJ8Fe
z@t?#^Mllm?g<gTfeIGt%5DF3)7n;5hSyeZ(Zf7(t7rCF)yaCBmpgx^NDp#Or6l_J2
zG9Qz&>7u31*?e(k;*cE1YW;PYC$K6;uh^5;o7;!!H&dE&{4nnhCf(B;39u5+)jMtD
z<h~U7tpRDMC*+c{v`?<!5tL%?D<zomm0ITc+Tg7&Y$aR@ZPHXCK*5n>k%7&9`G7Wv
zmAZivX(Ztt>Ie(lRTy3H+M<g3Q2erY-Xa0^A@32^2@-3xvM)EDiBW)|7d7kR%}SS|
zyw@=`2huCWA00=GX*Rs2q~0#9pQL#z@f`KHJ3CIZ#?fupzEzb*($<<APx&x#(2~lV
z;s$6NT9R{e#I~G_MTbr0(y5s8D7*UX73K6?0D=i`Bi-6u43n8Q!gf~2Qzoj+`%5FE
zyb8arj8-T|nVfxIB62>Y_aCl6JKgqirGWii(|RX&TC`Ot9n^Xqu6rYH;OpyFKNlE-
zQMHQdv#oc#Ov?LTWX`M*UWwwT>z1PH(z01?{+`vR>a!s>?d_?PL`UUzTlrg^IiE7u
z_UGp3yTRVe5Ubl|kt|oZo>%#7W!kCPx1M-CqhHlkaA0jnKUC&6n^<HKNi^&p@|>un
zZOQ0&bm4}2Rg^f%KW&-5bX7A%kX$R&AV<708?z~a)sjVxxrgOWV0=6wnF$SvQoT3j
zcN-p`c~VQRK_PvQ7;=S?FCssDn%q|Xt&fhwY&MPvdgZ$YD{%sArEWxJ+&@Q`q%^H_
z>XOcS0lv`~X&faW%B&V#OlLcn*&D@fG=J10nrPYCr4L)gq1;)1cyECt70%TT*3kr=
zv*})2b15wLD0n9xZG`f;h>jGltqr{hf1S^M^?vXw$9d|?vQnqUunQu(knNRE_o+2z
zMC@E_9Xm>;1RBS#H=ZqJD6xo%{S!)J0K7rE*V?3d?$9HBpj0Tw%qt#p3)VZTEy01F
zdW|NT-0ENx0x|$%z3|ugIf@#Wm)_H&yBj=jT_dQ_%<2V?6?7?hu2ilU<UN`g81|lS
zy-+cwU=b>>7|`>DF~Oq@a;`B+#889L%5SalW^<?2SmGbn$9|^3M(POXj}|+3kCh(Z
zuF0pH+Ih1TW*nhp$?-Ti_)IvmnXywDpTnwqMZw-(c#(jk92S8RIZPzZMVLvo^~_Z%
zpJ7A_{w>^=bHiZ!CWZAhOvVg)y1IU0UY29z>z*>I8~w(!A;c%p)%v9V&r${UHEP8z
z`@4a<s(jTaqNB&I-1rZTUsXkT7|{;6S{?N<!-_<21O_Crq0`YVuPhplFEj8@h(~uK
wwGMH<)a!n+k_x4u&jSIqzy5U>9kN(cjFAxaeZdlzM;F}M>UwH9*R6y83x9L7X#fBK

literal 0
HcmV?d00001

-- 
GitLab