AIMLCSharp-NET
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@@ -42,7 +42,7 @@ The NumPy class is a high-level abstraction of NDArray that allows NumSharp to b
 ```
 // init NumPy instance which pesists integer data type
 var np = new NumPy<int>();
-// create a 2-dimension vector
+// create a 2-dimension matrix
 var nd = np.arange(12).reshape(3, 4);
 
 // access data by index
@@ -76,11 +76,13 @@ PM> Install-Package NumSharp
 ```
 C: \> dotnet NumSharp.Benchmark.dll
 ```
-Reference the online [documents](https://numsharp.readthedocs.io).
+Reference the [documents](https://scisharp.github.io/NumSharp) generated by DocFX.
+
+Reference the [documents](https://numsharp.readthedocs.io) host on readthedocs.io.
 
 NumSharp is referenced by:
-* [Pandas.NET](https://github.com/Oceania2018/Pandas.NET)
-* [SciSharp Learn](https://github.com/SciSharp/scisharp-learn)
+* [Pandas.NET](https://github.com/SciSharp/Pandas.NET)
+* [SciSharp-Learn](https://github.com/SciSharp/scisharp-learn)
 * [Bigtree.MachineLearning](https://github.com/Oceania2018/Bigtree.MachineLearning)
 * [CherubNLP](https://github.com/Oceania2018/CherubNLP)
 * [BotSharp](https://github.com/dotnetcore/BotSharp)