fix tutorials links

Author: sirutBuasai

.nav.yml

@@ -1,11 +1,11 @@
 nav:
   - index.md
   - Training:
-    - EKS Training: tutorials/content/training/eks/README.md
+    - EKS Training: training/eks/README.md
   - Inference:
-    - vLLM on SageMaker: tutorials/content/vllm-samples/sagemaker/README.md
-    - DeepSeek on EKS: tutorials/content/vllm-samples/deepseek/eks/README.md
-    - Fraud Detection Demo: tutorials/content/vllm-samples/deepseek/eks/fraud-detection-demo/README.md
+    - vLLM on SageMaker: vllm-samples/sagemaker/README.md
+    - DeepSeek on EKS: vllm-samples/deepseek/eks/README.md
+    - Fraud Detection Demo: vllm-samples/deepseek/eks/fraud-detection-demo/README.md
   - Integrations:
-    - MLflow: tutorials/content/mlflow/dlc-with-mlflow/README.md
-    - SOCI: tutorials/content/SOCI/README.md
+    - MLflow: mlflow/dlc-with-mlflow/README.md
+    - SOCI: SOCI/README.md

index.md

@@ -4,20 +4,15 @@ Step-by-step guides for using AWS Deep Learning Containers.
 
 ## Training
 
-- [EKS Training](content/training/eks/README.md) - Train models on Amazon EKS with PyTorch FSDP
+- [EKS Training](training/eks/README.md) - Train models on Amazon EKS with PyTorch FSDP
 
 ## Inference
 
-- [vLLM on SageMaker](content/vllm-samples/sagemaker/README.md) - Deploy vLLM on SageMaker endpoints
-- [DeepSeek on EKS](content/vllm-samples/deepseek/eks/README.md) - Deploy DeepSeek models with vLLM on EKS
-- [Fraud Detection Demo](content/vllm-samples/deepseek/eks/fraud-detection-demo/README.md) - End-to-end fraud detection with DeepSeek
+- [vLLM on SageMaker](vllm-samples/sagemaker/README.md) - Deploy vLLM on SageMaker endpoints
+- [DeepSeek on EKS](vllm-samples/deepseek/eks/README.md) - Deploy DeepSeek models with vLLM on EKS
+- [Fraud Detection Demo](vllm-samples/deepseek/eks/fraud-detection-demo/README.md) - End-to-end fraud detection with DeepSeek
 
 ## Integrations
 
-- [MLflow](content/mlflow/dlc-with-mlflow/README.md) - Use MLflow with Deep Learning Containers
-- [SOCI](content/SOCI/README.md) - Seekable OCI for faster container startup
-
-## Next Steps
-
-- [Available Images](../reference/available_images.md) - Browse all container options
-- [Support Policy](../reference/support_policy.md) - Framework versions and timelines
+- [MLflow](mlflow/dlc-with-mlflow/README.md) - Use MLflow with Deep Learning Containers
+- [SOCI](SOCI/README.md) - Seekable OCI for faster container startup