addressed CR comments

Examples/Evaluation/README.md

@@ -1,6 +1,6 @@
 #EvalClients
 
-The folder contains some examples using the CNTK to evalaute a trained model in your application. Please note that Visual Studio 2015 update 3 is required, and only the 64-bit target is supported.
+The folder contains some examples using the CNTK to evaluate a trained model in your application. Please note that Visual Studio 2015 update 3 is required, and only the 64-bit target is supported.
 
 The [CNTK Eval Examples](https://docs.microsoft.com/en-us/cognitive-toolkit/CNTK-Eval-Examples) page provides more details of these examples.
 
@@ -10,7 +10,8 @@ The CNTKLibraryEvalExamples.sln contains code samples demonstrating how to use t
 
 * CNTKLibraryCSEvalCPUOnlyExamples uses the CNTK Library CPU-Only Nuget package to evaluate models on CPU-only devices in C#.
 * CNTKLibraryCSEvalGPUExamples uses the CNTK Library GPU Nuget package to evaluate models on GPU devices in C#.
-* CNTKLibraryCPPEvalCPUOnlyExamples uses the CNTK Library C++ API to evaluate models on CPU-only devices. It uses the CNTK Library CPU-Only Nuget package.*- CNTKLibraryCPPEvalGPUExamples uses the CNTK Library C++ API to evaluate models on GPU devices. It uses the CNTK Library GPU Nuget package.
+* CNTKLibraryCPPEvalCPUOnlyExamples uses the CNTK Library C++ API to evaluate models on CPU-only devices. It uses the CNTK Library CPU-Only Nuget package.
+* CNTKLibraryCPPEvalGPUExamples uses the CNTK Library C++ API to evaluate models on GPU devices. It uses the CNTK Library GPU Nuget package.
 
 After a successful build, the executable is saved under the $(SolutionDir)..\..$(Platform)$(ProjectName).$(Configuration)\ folder, e.g. ..\..\X64\CNTKLibraryCSEvalCPUOnlyExamples.Release\CNTKLibraryCSEvalCPUOnlyExamples.exe.
 On Linux, only C++ is supported. Please refer to Makefile for building samples. The target name CNTKLIBRARY_CPP_EVAL_EXAMPLES is used to build CNTKLibraryCPPEvalExamples.

Makefile

@@ -61,7 +61,7 @@ endif
 ifneq ("$(wildcard $(BUILD_TOP)/Config.make)","")
   include $(BUILD_TOP)/Config.make
 else
-  $(error Cannot find $(BUILD_TOP)/Config.make.  Please see the CNTK documentation at https://docs.microsoft.com/en-us/cognitive-toolkit for configuration instructions.)
+  $(error Cannot find $(BUILD_TOP)/Config.make.  Please see the CNTK documentation at https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Linux for configuration instructions.)
 endif
 
 ifndef BUILDTYPE
@@ -993,7 +993,7 @@ endif
 ifeq ("$(CNTK_ENABLE_ASGD)","true")
 
 ifeq (,$(wildcard Source/Multiverso/include/multiverso/*.h))
-  $(error Build with Multiverso was requested but cannot find the code. Please check https://docs.microsoft.com/en-us/cognitive-toolkit/Multiple-GPUs-and-machines#24-data-parallel-asgd to learn more.)
+  $(error Build with Multiverso was requested but cannot find the code. Please check https://docs.microsoft.com/en-us/cognitive-toolkit/Multiple-GPUs-and-machines#8-data-parallel-training-with-parameter-server to learn more.)
 endif
 
 lMULTIVERSO:=-lmultiverso

Scripts/README.md

@@ -27,7 +27,7 @@ Run `python uci2ctf.py -h` to see usage instructions and example.
 For Example:
 
 ```
-python Scripts/uci2ctf.py --input_file Examples/Image/MNIST/Data/Train-28x28.txt --features_start 1 --features_dim 784 --labels_start 0 --labels_dim 1 --num_labels 10  --output_file xamples/Image/MNIST/Data/Train-28x28_cntk_text.txt
+python Scripts/uci2ctf.py --input_file Examples/Image/MNIST/Data/Train-28x28.txt --features_start 1 --features_dim 784 --labels_start 0 --labels_dim 1 --num_labels 10  --output_file examples/Image/MNIST/Data/Train-28x28_cntk_text.txt
 ```
 
 * `input_file` - original dataset in the (columnar) UCI format

Source/Readers/UCIFastReader/UCIFastReader.h

@@ -138,7 +138,7 @@ class UCIFastReader : public DataReaderBase
         fprintf(stderr, "********** DEPRECATED **********\n" 
             "UCIFastReader is no longer actively maintained.\n"
             "It is known to have defects, proceed with caution (better yet, switch to CNTKTextFormatReader)!\n"
-            "For more details please see https://docs.microsoft.com/en-us/cognitive-toolkit \n");
+            "For more details please see https://docs.microsoft.com/en-us/cognitive-toolkit/Brainscript-CNTKTextFormat-Reader \n");
 
         m_pMBLayout = make_shared<MBLayout>();
         m_pMBLayout->SetUniqueAxisName(L"UCIFastReader");

Tests/EndToEndTests/EvalClientTests/CNTKLibraryCSEvalExamplesTest/CNTKLibraryCSEvalExamplesTest.csproj

@@ -81,7 +81,7 @@
   <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
   <Target Name="Build" Condition="$(HasSwig)" DependsOnTargets="$(BuildDependsOn)" />
   <Target Name="CheckDependencies">
-    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#SWIG for installation instructions." />
+    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#swig for installation instructions." />
     <Error Condition="'$(CntkCsAssemblyVersion)' != '$(CntkComponentVersion)'" Text="The CntkCsAssemblyVersion in this project must be the same as the CntkComponentVersion in CNTK.Common.props." />
   </Target>
   <!-- To modify your build process, add your task inside one of the targets below and uncomment it. 

Tutorials/CNTK_102_FeedForward.ipynb

@@ -513,7 +513,7 @@
     "\n",
     "[softmax function]: https://www.cntk.ai/pythondocs/cntk.ops.html#cntk.ops.softmax\n",
     "\n",
-    "[found here]: https://docs.microsoft.com/en-us/cognitive-toolkit/Activation-Functions"
+    "[found here]: https://docs.microsoft.com/en-us/cognitive-toolkit/Brainscript-Activation-Functions"
    ]
   },
   {

Tutorials/SLUHandsOn/README.md

@@ -6,5 +6,5 @@ This hands-on lab shows how to implement a recurrent network to process text, fo
 
 ## Tutorial
 
-Please find a detailed tutorial that uses the data and configurations in this folder on out website at https://docs.microsoft.com/en-us/cognitive-toolkit/Hands-On-Labs-Language-Understanding.
+Please find a detailed tutorial that uses the data and configurations in this folder on our website at https://docs.microsoft.com/en-us/cognitive-toolkit/Hands-On-Labs-Language-Understanding.
 

bindings/csharp/CNTKLibraryManagedDll/CNTKLibraryManagedDll.csproj

@@ -104,7 +104,7 @@
   <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
   <Target Name="Build" Condition="$(HasSwig)" DependsOnTargets="$(BuildDependsOn)" />
   <Target Name="CheckDependencies">
-    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#SWIG for installation instructions." />
+    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#swig for installation instructions." />
   </Target>
   <!-- To modify your build process, add your task inside one of the targets below and uncomment it. 
        Other similar extension points exist, see Microsoft.Common.targets.

bindings/csharp/Swig/CNTKLibraryCSBinding.vcxproj

@@ -126,7 +126,7 @@
     <None Include="std_unordered_map.i" />
   </ItemGroup>
   <Target Name="CheckDependencies">
-    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#SWIG for installation instructions." />
+    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#swig for installation instructions." />
   </Target>
   <Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
   <Target Name="Build" Condition="$(HasSwig)" Outputs="$(TargetPath)" DependsOnTargets="$(BuildDependsOn)" />

bindings/java/Swig/CNTKLibraryJavaBinding.vcxproj

@@ -128,7 +128,7 @@
     <None Include="std_unordered_map.i" />
   </ItemGroup>
   <Target Name="CheckDependencies">
-    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#SWIG for installation instructions." />
+    <Warning Condition="!$(HasSwig)" Text="The project requires SWIG to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#swig for installation instructions." />
     <Warning Condition="!$(HasJava)" Text="The project requires the Java JDK to be installed. Please see https://docs.microsoft.com/en-us/cognitive-toolkit/Setup-CNTK-on-Windows#optional-java for installation instructions." />
   </Target>
   <Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />