Update README.md

Author: interesaaat

README.md

@@ -1,18 +1,17 @@
-[![Build Status](https://migueldeicaza.visualstudio.com/TorchSharp/_apis/build/status/TorchSharp-CI)](https://migueldeicaza.visualstudio.com/TorchSharp/_build/latest?definitionId=5)
-
 TorchSharp
 ==========
 
 TorchSharp is a .NET library that provides access to the library that powers
 PyTorch.  It is a work in progress, but already provides a .NET API that can
-be used to perform various operations on Tensors.
+be used to perform (1) various operations on ATen Tensors; (2) scoring of 
+TorchScript models; (3) Training of simple neural networks.
 
-Our current focus is to bind the entire C API surfaced by libtorch.
+Our current focus is to bind the entire API surfaced by libtorch.
 
 Things that you can try:
 
 ```csharp
-using TorchSharp;
+using AtenSharp;
 
 var x = new FloatTensor (100);   // 1D-tensor with 100 elements
 FloatTensor result = new FloatTensor (100);
@@ -29,27 +28,20 @@ We have a chat room here:
 
 https://gitter.im/xamarin/TorchSharp
 
-Status
-======
-
-Currently I am binding the Tensor APIs, opportunities to bind other APIs
-are wide open.
-
-[API Documentation](https://xamarin.github.io/TorchSharp/api/TorchSharp.html)
-
 Running this
 ============
-To run this, you will need libtorch and its dependencies (on Mac that
+To run this, you will need libTorchSharp, libTorch and its dependencies (on Mac that
 includes libc10) installed in a location that your dynamic linker can
 get to.
 
 
-Running On Linux (on Windows)
+Running On Windows
 -----------------------------
 
-The following was tested on Ubuntu 18.04 on the Windows Subsytem for Linux.
+The following was tested on Windows.
 
-  1. Install the [.NET Core SDK](https://www.microsoft.com/net/download).
-  2. Install [libtorch](https://pytorch.org/), and make it available to the
+  1. Install [libTorch](https://pytorch.org/), and make it available to the
+     dynamic linker.
+  2. Download and compile [libTorchSharp](https://github.com/interesaaat/LibTorchSharp/), and make it available to the
      dynamic linker.
-  3. Run `dotnet run` in the `Tester` subfolder.
+  3. Run `dotnet run` in the `Test` subfolder.