diff --git a/docs/index.md b/docs/index.md
index e1677054c..fccddc4a2 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -40,16 +40,16 @@ ROCm documentation is organized into the following categories:
 :class-body: rocm-card-banner rocm-hue-12
 
 * [Programming guide](./how-to/hip_programming_guide.rst)
-* [Using ROCm for AI](./how-to/rocm-for-ai/index.rst)
-* [Using ROCm for HPC](./how-to/rocm-for-hpc/index.rst)
-* [Fine-tuning LLMs and inference optimization](./how-to/llm-fine-tuning-optimization/index.rst)
+* [Use ROCm for AI](./how-to/rocm-for-ai/index.rst)
+* [Use ROCm for HPC](./how-to/rocm-for-hpc/index.rst)
+* [Fine-tune LLMs and inference optimization](./how-to/llm-fine-tuning-optimization/index.rst)
 * [System optimization](./how-to/system-optimization/index.rst)
 * [AMD Instinct MI300X performance validation and tuning](./how-to/tuning-guides/mi300x/index.rst)
 * [GPU cluster networking](https://rocm.docs.amd.com/projects/gpu-cluster-networking/en/latest/index.html)
 * [System debugging](./how-to/system-debugging.md)
-* [Using MPI](./how-to/gpu-enabled-mpi.rst)
-* [Using advanced compiler features](./conceptual/compiler-topics.md)
-* [Setting the number of CUs](./how-to/setting-cus)  
+* [Use MPI](./how-to/gpu-enabled-mpi.rst)
+* [Use advanced compiler features](./conceptual/compiler-topics.md)
+* [Set the number of CUs](./how-to/setting-cus)  
 * [ROCm examples](https://github.com/amd/rocm-examples)
 :::
 
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index 5180ceb17..8850b7f28 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -26,18 +26,21 @@ subtrees:
   - file: how-to/programming_guide.rst
     title: Programming guide
   - file: how-to/rocm-for-ai/index.rst
-    title: Using ROCm for AI
+    title: Use ROCm for AI
     subtrees:
     - entries:
       - file: how-to/rocm-for-ai/install.rst
         title: Installation
       - file: how-to/rocm-for-ai/train-a-model.rst
+        title: Train a model
       - file: how-to/rocm-for-ai/hugging-face-models.rst
+        title: Run models from Hugging Face
       - file: how-to/rocm-for-ai/deploy-your-model.rst
+        title: Deploy your model
   - file: how-to/rocm-for-hpc/index.rst
-    title: Using ROCm for HPC
+    title: Use ROCm for HPC
   - file: how-to/llm-fine-tuning-optimization/index.rst
-    title: Fine-tuning LLMs and inference optimization
+    title: Fine-tune LLMs and inference optimization
     subtrees:
     - entries:
       - file: how-to/llm-fine-tuning-optimization/overview.rst
@@ -46,17 +49,18 @@ subtrees:
         subtrees:
         - entries:
           - file: how-to/llm-fine-tuning-optimization/single-gpu-fine-tuning-and-inference.rst
-            title: Using a single accelerator
+            title: Use a single accelerator
           - file: how-to/llm-fine-tuning-optimization/multi-gpu-fine-tuning-and-inference.rst
-            title: Using multiple accelerators
+            title: Use multiple accelerators
       - file: how-to/llm-fine-tuning-optimization/model-quantization.rst
       - file: how-to/llm-fine-tuning-optimization/model-acceleration-libraries.rst
       - file: how-to/llm-fine-tuning-optimization/llm-inference-frameworks.rst
       - file: how-to/llm-fine-tuning-optimization/optimizing-with-composable-kernel.md
-        title: Optimizing with Composable Kernel
+        title: Optimize with Composable Kernel
       - file: how-to/llm-fine-tuning-optimization/optimizing-triton-kernel.rst
-        title: Optimizing Triton kernels
+        title: Optimize Triton kernels
       - file: how-to/llm-fine-tuning-optimization/profiling-and-debugging.rst
+        title: Profile and Debug
   - file: how-to/system-optimization/index.rst
     title: System optimization
     subtrees:
@@ -84,20 +88,20 @@ subtrees:
   - url: https://rocm.docs.amd.com/projects/gpu-cluster-networking/en/${branch}/index.html
     title: GPU cluster networking
   - file: how-to/gpu-enabled-mpi.rst
-    title: Using MPI
+    title: Use MPI
   - file: how-to/system-debugging.md
   - file: conceptual/compiler-topics.md
-    title: Using advanced compiler features
+    title: Use advanced compiler features
     subtrees:
     - entries:
       - url: https://rocm.docs.amd.com/projects/llvm-project/en/latest/index.html
         title: ROCm compiler infrastructure
       - url: https://rocm.docs.amd.com/projects/llvm-project/en/latest/conceptual/using-gpu-sanitizer.html
-        title: Using AddressSanitizer
+        title: Use AddressSanitizer
       - url: https://rocm.docs.amd.com/projects/llvm-project/en/latest/conceptual/openmp.html
         title: OpenMP support
   - file: how-to/setting-cus
-    title: Setting the number of CUs  
+    title: Set the number of CUs  
   - url: https://github.com/amd/rocm-examples
     title: ROCm examples