Updates based on PR feedback 3

example/45_elementwise_normalization/README.md

@@ -1,4 +1,4 @@
-# Element-wise Normalization
+# Elementwise Normalization
 
 This example demonstrates a fused **element-wise operation followed by normalization**. This pattern combines element-wise tensor arithmetic with a normalization operation in a single kernel, which is particularly useful for implementing custom normalization layers or fused activation-normalization blocks.
 
@@ -6,7 +6,7 @@ This example demonstrates a fused **element-wise operation followed by normaliza
 
 The operation performs an element-wise computation followed by a normalization operation.
 
-1.  **Element-wise Stage**: An element-wise operation is applied to one or more input tensors.
+1.  **Elementwise Stage**: An element-wise operation is applied to one or more input tensors.
     $C_{temp} = f(A, B, \dots)$
     Where `f` is a user-defined element-wise function that operates on corresponding elements of the input tensors.
 
@@ -21,14 +21,14 @@ The operation performs an element-wise computation followed by a normalization o
 
 The key optimization is that the intermediate tensor `C_temp` is **never written to global memory**. The element-wise computation feeds directly into the normalization calculation.
 
-## Algorithmic Strategy: Fused Element-wise with Online Normalization
+## Algorithmic Strategy: Fused Elementwise with Online Normalization
 
 The implementation combines element-wise computation with an online normalization algorithm.
 
 1.  **Grid Scheduling**: The normalization groups are distributed among thread blocks. Each block handles one or more normalization groups.
 
 2.  **Fused Two-Pass Algorithm**:
-    -   **Pass 1 - Compute Element-wise and Moments**:
+    -   **Pass 1 - Compute Elementwise and Moments**:
         -   Threads cooperatively load input tensors and apply the element-wise function `f`.
         -   The element-wise results are kept in registers/shared memory.
         -   **Welford's Algorithm**: Threads use Welford's online algorithm to compute the mean and variance of the element-wise results within their normalization group.