small typo

doc/pub/week40/html/._week40-bs016.html

@@ -329,7 +329,7 @@ Hessians.
 <p>
 Recently, a number of methods have been introduced that accomplish
 this by tracking not only the gradient, but also the second moment of
-the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and
+the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and
 ADAM.
 
 <p>

doc/pub/week40/html/week40-reveal.html

@@ -659,7 +659,7 @@ Hessians.
 <p>
 Recently, a number of methods have been introduced that accomplish
 this by tracking not only the gradient, but also the second moment of
-the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and
+the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and
 ADAM.
 </section>
 

doc/pub/week40/html/week40-solarized.html

@@ -733,7 +733,7 @@ Hessians.
 <p>
 Recently, a number of methods have been introduced that accomplish
 this by tracking not only the gradient, but also the second moment of
-the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and
+the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and
 ADAM.
 
 <p>

doc/pub/week40/html/week40.html

@@ -738,7 +738,7 @@ Hessians.
 <p>
 Recently, a number of methods have been introduced that accomplish
 this by tracking not only the gradient, but also the second moment of
-the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and
+the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and
 ADAM.
 
 <p>

doc/pub/week40/ipynb/week40.ipynb

@@ -593,7 +593,7 @@
     "\n",
     "Recently, a number of methods have been introduced that accomplish\n",
     "this by tracking not only the gradient, but also the second moment of\n",
-    "the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and\n",
+    "the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and\n",
     "ADAM.\n",
     "\n",
     "## RMS prop\n",

doc/src/week40/week40.do.txt

@@ -437,7 +437,7 @@ Hessians.
 
 Recently, a number of methods have been introduced that accomplish
 this by tracking not only the gradient, but also the second moment of
-the gradient. These methods include AdaGrad, AdaDelta, RMS-Prop, and
+the gradient. These methods include AdaGrad, AdaDelta, Root Mean Squared Propagation (RMS-Prop), and
 ADAM.
 
 !split