Update Readme

README.md

@@ -212,6 +212,8 @@ A collection of examples to enable new users to start using ROCm. Advanced users
       - [remove_points](https://github.com/ROCm/rocm-examples/tree/develop/Libraries/rocThrust/remove_points/): Simple program that demonstrates the usage of the `thrust` random number generation, host vector, generation, tuple, zip iterator, and conditional removal templates. It generates a number of random points in a unit square and then removes all of them outside the unit circle.
       - [saxpy](https://github.com/ROCm/rocm-examples/tree/develop/Libraries/rocThrust/saxpy/): Simple program that implements the SAXPY operation (`y[i] = a * x[i] + y[i]`) using rocThrust and showcases the usage of the vector and functor templates and of `thrust::fill` and `thrust::transform` operations.
       - [vectors](https://github.com/ROCm/rocm-examples/tree/develop/Libraries/rocThrust/vectors/): Simple program that showcases the `host_vector` and the `device_vector` of rocThrust.
+- [Tutorials](https://github.com/ROCm/rocm-examples/tree/develop/Tutorials/): Showcases HIP Documentation Tutorials.
+  - [reduction](https://github.com/ROCm/rocm-examples/tree/develop/Tutorials/reduction/): Showcases a reduction tutorial for HIP Documentation.
 
 ## Prerequisites
 

Tutorials/Reduction/README.md

@@ -1,7 +1,12 @@
 # Reduction Case Study
 
-This repository hosts the sample code used in the 
-[HIP documentation](https://rocm.docs.amd.com/projects/HIP/en/latest/).
+Reduction is a common algorithmic operation used in parallel programming to
+reduce an array of elements into a shorter array of elements or a single value.
+This document exploits reduction to introduce some key considerations while
+designing and optimizing GPU algorithms.
+
+This repository hosts the sample code used in the
+[HIP documentation](https://rocm.docs.amd.com/projects/HIP/en/latest/tutorial/reduction.html).
 
 ## Structure