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Deepak-Rai-1027 · Nov 8, 2018 · 3e44b2f · 3e44b2f
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diff --git a/README.md b/README.md
@@ -6,10 +6,9 @@
 
 # einops [![Build Status](https://travis-ci.org/arogozhnikov/einops.svg?branch=master)](https://travis-ci.org/arogozhnikov/einops)
 
-A new flavour of deep learning operations for numpy, pytorch, tensorflow, chainer, gluon, and [others](#supported-frameworks).
-
-`einops` introduces a new way to manipulate tensors, 
-providing safer, more readable and semantically richer code. See examples:
+Flexible and powerful tensor operations for readable and reliable code. 
+Supports numpy, pytorch, tensorflow, and [others](#supported-frameworks).
+Examples: 
 
 <a href='http://arogozhnikov.github.io/images/einops/einops_video.mp4' >
 <div align="center">
@@ -27,7 +26,7 @@ providing safer, more readable and semantically richer code. See examples:
 - [Naming](#Naming-and-terminology)
 - [Why using einops](#Why-using-einops-notation)
 - [Contributing](#Contributing)
-- [github repository](https://github.com/arogozhnikov/einops)
+- [Github repository (for issues/questions)](https://github.com/arogozhnikov/einops)
 
 
 ## Tutorial / Documentation 

diff --git a/docs/1-einops-basics.ipynb b/docs/1-einops-basics.ipynb
@@ -745,7 +745,7 @@
     }
    ],
    "source": [
-    "# reduce average in each image individually\n",
+    "# compute max in each image individually, then show a difference \n",
     "x = reduce(ims, 'b h w c -> b () () c', 'max') - ims\n",
     "rearrange(x, 'b h w c -> h (b w) c')"
    ]