docs

org/us/company/alphabet/x/brain/product/soft/keras/index.html

@@ -13,7 +13,7 @@ <h2>Analyse</h2>
 <section>
   <h2>Conception</h2>
   <p>Keras est une API s'appuyant sur des bibliothèques <a href="/tech/info/soft/data/science/ml">ML</a> existantes,
-    nommées "backends"</p>
+    nommées "backends" :</p>
 </section>
 <section>
   <h2>Implémentation</h2>
@@ -24,7 +24,7 @@ <h2>Implémentation</h2>
   <h2>Exemples</h2>
   <p>Des exemples de backends Keras sont :</p>
   <ul>
-    <li><a href="../tensorflow">Tensorflow</a></li>
+    <li><a href="../tensorflow">Tensorflow</a> (par ex KerasNLP va utiliser TensorFlow Text)</li>
     <li><a href="/org/ca/qc/mees/univ/UdeM/mila/theano">Theano</a></li>
     <li><a href="/org/us/company/ms/product/soft/mct"><abbr title="Microsoft Cognitive Toolkit">MCT</abbr></a></li>
     <li>PlaidML</li>

org/us/company/alphabet/x/brain/product/soft/tensorflow/index.html

@@ -13,6 +13,10 @@ <h2>Analyse</h2>
   <p>Tensorflow est le framework un outil propriétaire d'<a href="/tech/info/soft/data/science/ml">apprentissage
     automatique</a> fondé sur l'<a href="/tech/info/soft/data/science/ml/nn/deep">apprentissage profond</a> développé
     par <a href="/org/us/company/alphabet/x/brain">Google Brain</a>.
+  <p>Il inclut :</p>
+  <ul>
+    <li>TensorFlow Text pour le NLP</li>
+  </ul>
 </section>
 <section>
   <h2>Implémentation</h2>

science/crypto/ufo/enquete/dossier/Alternative3/index.html

@@ -1,5 +1,5 @@
 <!--#include virtual="/header-start.html" -->
-<title>Alternative 3</title>
+<title>Le projet Alternative 3</title>
 <!--#include virtual="/header-end.html" -->
 <p>Projet trouvant son origine dans un documentaire télévisé satyrique. La raison d'être de ce projet serait que notre
   monde serait en passe de devenir rapidement inhabitable en raison de la pollution de la biosphère par l'humanité.

science/crypto/ufo/enquete/dossier/BrownMountain/index.html

@@ -99,7 +99,7 @@ <h2>Contestation</h2>
     voitures, lumières de maisons. Il n'a pu coordonner les lumières avec de quelconques dépôts minéraux ou activité
     humaine. Néanmoins les lumières furent observées par lui sur une période de plusieurs jours et nuits. Elles
     semblaient avoir un mouvement propre <span class="source">Jessup, M. K.: "<a
-        href="/time/1/9/5/5/Jessup_TheCaseForUfos/3/6">Fireballs and Lights</a>", <em>The Case for the Unidentified Flying Object</em>, 1955</span>.
+      href="/time/1/9/5/5/Jessup_TheCaseForUfos/02/3/6">Fireballs and Lights</a>", <em>The Case for the Unidentified Flying Object</em>, 1955</span>.
   </p>
 </section>
 <!--#include virtual="/footer.html" -->

science/crypto/ufo/enquete/dossier/Byland/index.html

@@ -43,7 +43,7 @@ <h2>Diffusion</h2>
 		Saucers</em>, New York: Popular Library, 1967</span>, <a href="/people/l/LePoerTrenchBrinsley/index.html">Brinsley
     Le Poer Trench</a> <span class="source">Trench, Brinsley Le Poer: <i lang="en">The Flying Saucer Story</i>,
     1966</span>, <span class="people">Morris Ketchum Jessup</span> <span class="source" lang="fr-FR">Jessup, M. K.: "<a
-    href="/time/1/9/5/5/Jessup_TheCaseForUfos/3/7/index_fr.html">Legends</a>" in "History Speaks", <em>The
+    href="/time/1/9/5/5/Jessup_TheCaseForUfos/02/3/7/index_fr.html">Legends</a>" in "History Speaks", <em>The
 		case for the UFO</em>, 1955, p. 125?</span>, Paul Thomas <span class="source">Thomas, P.: 1962</span>...) ne la
     vérifient pas.
   </p>

science/crypto/ufo/observation/classification/index.html

@@ -3,7 +3,7 @@
 <!--#include virtual="/header-end.html" -->
 <p class="exergue">Pour gagner en compréhension, par conséquent, nous devons faire plus que classer ; nous devons
   analyser et théoriser <span class="source"><a href="/people/j/JessupMorrisK/index.html">Jessup, M. K.: </a><a
-      href="/time/1/9/5/5/Jessup_TheCaseForUfos/1/2/index_fr.html"><em>The Case for UFOs</em></a>, 1955 </span></p>
+    href="/time/1/9/5/5/Jessup_TheCaseForUfos/02/1/2/index_fr.html"><em>The Case for UFOs</em></a>, 1955 </span></p>
 <p>Les systèmes de classifications visent à classer les cas d'ovnis en catégories reflétant :</p>
 <ul>
   <li><strong>leur <a href="../../enquete/methode/index.html">évaluation</a> </strong> en terme de divers facteurs

tech/info/soft/data/science/ml/nlp/bert/index.html

@@ -0,0 +1,18 @@
+<!--#include virtual="/header-start.html" -->
+<title>BERT</title>
+<!--#include virtual="/header-end.html" -->
+<p><i lang="en">Bidirectional Encoder Representations from Transformers</i> : représentations d'encodeurs
+  bidirectionnels de transformateurs.</p>
+<section>
+  <h2>Motivation</h2>
+  <p></p>
+</section>
+<section>
+  <h2>Analyse</h2>
+  <p></p>
+</section>
+<section>
+  <h2>Conception</h2>
+  <p></p>
+</section>
+<!--#include virtual="/footer.html" -->

tech/info/soft/data/science/ml/nlp/index.html

@@ -14,6 +14,10 @@ <h2>Analyse</h2>
   <h2>Conception</h2>
   <p>Bien que les premières techniques de NLP ne se basaient pas sur du <a href=".">ML</a>, les plus récentes le font.
   </p>
+  <p>Des exemples de modèles de représentation de langage sont :</p>
+  <ul>
+    <li><a href="bert">BERT</a></li>
+  </ul>
 </section>
 <section>
   <h2>Exemples</h2>

tech/info/soft/data/science/ml/nn/deep/index.html

@@ -16,15 +16,25 @@ <h2>Conception</h2>
   <p>Une manière de représenter cette profondeur est celle d'un <a href="..">réseau de neurones</a> multi-couches. Ces
     réseaux peuvent eux-mêmes être connectés :
   <ul>
-    <li><b>pleinement</b>, ce qui a l'inconvénient d'être prompt à l'<a
-      href="/science/discipline/hard/form/math/stat/regress/overfit">overfitting</a></li>
+  <li><b>pleinement</b>, ce qui a l'inconvénient d'être prompt au <a
+    href="/science/discipline/hard/form/math/stat/regress/overfit">surapprentissage</a></li>
     <li><b>hiérarchiquement</b> : <a href="cnn/index.html"><abbr title="Convolutional Neural Network">CNN</abbr></a>.
     </li>
   </ul>
 </section>
 <section>
   <h2>Exemples</h2>
   <ul>
+    <li>Applications
+      <ul>
+        <li><a href="../../ir">IR</a> (<i lang="en">art style transfert learning</i>, <time>deepfake</time> <span
+          class="source"><a
+          href="http://geometrylearning.com/DeepFaceDrawing/">
+          DeepSketch</a> par exemple</span>)</li>
+        <li>Reconnaissance vocale</li>
+        <li><a href="../../nlp">NLP</a></li>
+      </ul>
+    </li>
     <li>Bibliothèques
       <ul>
         <li>PyTorch</li>

tech/info/soft/data/science/ml/nn/rnn/index.html

@@ -1,10 +1,13 @@
 <!--#include virtual="/header-start.html" -->
 <title>Recurrent Neural Network</title>
 <!--#include virtual="/header-end.html" -->
-<p>RNN : Réseau de neurones récurrents.</p>
+<p>RNN : Réseau de Neurones Récurrents (RNR).</p>
 <section>
   <h2>Analyse</h2>
   <p>Les RNN sont un type de NN présentant des cycles de connexions récurrentes.</p>
+</section>
+<section>
+  <h2>Conception</h2>
   <p>Un type avancé de RNN est le <a href="lstm/index.html">LSTM</a>.</p>
 </section>
 <section>

time/-0/0/0/9/BeauJerome_RR0.csv

@@ -1 +1 @@
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+type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent,place.org.parent,place.place,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent.parent

time/-0/0/1/1/BeauJerome_RR0.csv

@@ -1,2 +1,2 @@
-type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent,place.place,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent,place.org.parent.parent.parent
+type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent,place.org.parent,place.place,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent.parent
 case,"",https://rr0.org/time/-0/0/1/1/index.html,,-11,Des récits chinois mentionnent l'apparition d'une com�te qui semble être la com�te de Halley (Cette com�te a peut-être inspir� à Saint Mathieu le récit de l'étoile de B�thl�em).,"",-11

time/-0/0/1/9/BeauJerome_RR0.csv

@@ -1,2 +1,2 @@
-type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent,place.place,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent,place.org.parent.parent.parent
-case,"",https://rr0.org/time/-0/0/1/9/index.html,Italie,,,"","",,,-19,"(ou -18) En , observation d'une torche traversant le pays du Sud au Nord en émettant une si vive clarté que la nuit en est balayée.",""""",Julius Obsequens,s1,"""",""Prodiges, CXXXI"",70,""""",-19
+type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent,place.org.parent,place.place,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent.parent
+case,"",https://rr0.org/time/-0/0/1/9/index.html,Italie,org,org/it,"",it,"",country,,,-19,"(ou -18) En , observation d'une torche traversant le pays du Sud au Nord en émettant une si vive clarté que la nuit en est balayée.",""""",Julius Obsequens,s1,"""",""Prodiges, CXXXI"",70,""""",-19$org_it

time/-0/0/4/5/BeauJerome_RR0.csv

@@ -1,2 +1,2 @@
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+type,events,url,place,time,description,sources,id,place.name,place.org,place.place.id,place.place.events,place.place.locations,place.place.elevation,place.place.dirName,place.org.type,place.org.dirName,place.org.events,place.org.id,place.org.places,place.org.kind,place.org.parent.type,place.org.parent.dirName,place.org.parent.events,place.org.parent.id,place.org.parent.places,place.org.parent.kind,place.org.parent.parent,place.org.parent,place.place,place.org.parent.parent.type,place.org.parent.parent.dirName,place.org.parent.parent.events,place.org.parent.parent.id,place.org.parent.parent.places,place.org.parent.parent.kind,place.org.parent.parent.parent.type,place.org.parent.parent.parent.dirName,place.org.parent.parent.parent.events,place.org.parent.parent.parent.id,place.org.parent.parent.parent.places,place.org.parent.parent.parent.kind,place.org.parent.parent.parent.parent,place.org.parent.parent.parent
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time/-0/0/4/6/BeauJerome_RR0.csv

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