Add back pytorch 2.5.1 links and images (#105)

*Issue #, if available:*

*Description of changes:*


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Co-authored-by: Fu Qiao <[email protected]>

Author: phooq

README.md

@@ -15,6 +15,7 @@ AWS Neuron Deep Learning Containers (DLCs) are a set of Docker images for traini
 | Framework                                                                                                                               | Neuron Packages                                                             | Neuron SDK Version | Supported EC2 Instance Types | Python Version Options | ECR Public URL                                                                             | Other Packages    |
 |-----------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------|--------------------|------------------------------|------------------------|--------------------------------------------------------------------------------------------|-------------------|
 | [PyTorch 2.6.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.23.0/docker/pytorch/inference/2.6.0/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_inference, torch-neuronx, transformers-neuronx | Neuron 2.23.0     | trn1,trn2,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-inference-neuronx:2.6.0-neuronx-py310-sdk2.23.0-ubuntu22.04  | torchserve 0.11.0 |
+| [PyTorch 2.5.1](https://github.com/aws-neuron/deep-learning-containers/blob/2.22.0/docker/pytorch/inference/2.5.1/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_inference, torch-neuronx, transformers-neuronx | Neuron 2.22.0     | trn1,trn2,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-inference-neuronx:2.5.1-neuronx-py310-sdk2.22.0-ubuntu22.04  | torchserve 0.11.0 |
 | [PyTorch 2.1.2](https://github.com/aws-neuron/deep-learning-containers/blob/2.20.2/docker/pytorch/inference/2.1.2/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, torch-neuronx, transformers-neuronx | Neuron 2.20.2      | trn1,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-inference-neuronx:2.1.2-neuronx-py310-sdk2.20.2-ubuntu20.04  | torchserve 0.11.0 |
 | [PyTorch 1.13.1](https://github.com/aws-neuron/deep-learning-containers/blob/2.20.2/docker/pytorch/inference/1.13.1/Dockerfile.neuronx) | aws-neuronx-tools, neuronx_distributed, torch-neuronx, transformers-neuronx | Neuron 2.20.2      | trn1,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-inference-neuronx:1.13.1-neuronx-py310-sdk2.20.2-ubuntu20.04 | torchserve 0.11.0 |
 
@@ -23,6 +24,7 @@ AWS Neuron Deep Learning Containers (DLCs) are a set of Docker images for traini
 | Framework                                                                                                                              | Neuron Packages                                       | Neuron SDK Version | Supported EC2 Instance Types | Python Version Options | ECR Public URL                                                                            |
 |----------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------|--------------------|------------------------------|------------------------|-------------------------------------------------------------------------------------------|
 | [PyTorch 2.6.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.23.0/docker/pytorch/training/2.6.0/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_training, torch-neuronx | Neuron 2.23.0      | trn1,trn2,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-training-neuronx:2.6.0-neuronx-py310-sdk2.23.0-ubuntu22.04  |
+| [PyTorch 2.5.1](https://github.com/aws-neuron/deep-learning-containers/blob/2.22.0/docker/pytorch/training/2.5.1/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_training, torch-neuronx | Neuron 2.22.0      | trn1,trn2,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-training-neuronx:2.5.1-neuronx-py310-sdk2.22.0-ubuntu22.04  |
 | [PyTorch 2.1.2](https://github.com/aws-neuron/deep-learning-containers/blob/2.20.2/docker/pytorch/training/2.1.2/Dockerfile.neuronx)   | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_training, torch-neuronx | Neuron 2.20.2      | trn1,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-training-neuronx:2.1.2-neuronx-py310-sdk2.20.2-ubuntu20.04  |
 | [PyTorch 1.13.1](https://github.com/aws-neuron/deep-learning-containers/blob/2.20.2/docker/pytorch/training/1.13.1/Dockerfile.neuronx) | aws-neuronx-tools, neuronx_distributed, neuronx_distributed_training, torch-neuronx | Neuron 2.20.2      | trn1,inf2                    | 3.10 (py310)           | public.ecr.aws/neuron/pytorch-training-neuronx:1.13.1-neuronx-py310-sdk2.20.2-ubuntu20.04 |