diff --git a/docs/modelserving/v1beta1/torchserve/README.md b/docs/modelserving/v1beta1/torchserve/README.md
index c22644655..0e07c4a22 100644
--- a/docs/modelserving/v1beta1/torchserve/README.md
+++ b/docs/modelserving/v1beta1/torchserve/README.md
@@ -209,7 +209,7 @@ _**Note**_: Since kserve has no grpc client methods for v1, we are using torchse
 
 For deploying the `InferenceService` with gRPC protocol you need to expose the gRPC port on InferenceService. Here **7070** is torchserve gRPC port.
 
-Apply the following [mnist_grpc.yaml](./mnist.yaml) to create the `InferenceService`.
+Apply the following [mnist_grpc.yaml](./mnist_grpc.yaml) to create the `InferenceService`.
 
 === "kubectl"
 ```bash
@@ -219,7 +219,7 @@ kubectl apply -f mnist_grpc.yaml
 Expected Output
 
 ```bash
-$inferenceservice.serving.kserve.io/torchserve-grpc created
+inferenceservice.serving.kserve.io/torchserve-grpc created
 ```
 
 === "New Schema"
diff --git a/mkdocs.yml b/mkdocs.yml
index 1a38a9cd7..dcb33cc8a 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -138,8 +138,8 @@ markdown_extensions:
   # - mdx_include:
   #     base_path: docs
   - pymdownx.emoji:
-      emoji_index: !!python/name:materialx.emoji.twemoji
-      emoji_generator: !!python/name:materialx.emoji.to_svg
+      emoji_index: !!python/name:pymdownx.emoji.twemoji
+      emoji_generator: !!python/name:pymdownx.emoji.to_svg
   - attr_list
   - meta
   - pymdownx.superfences