minor changes

Author: swayam0322

README.md

@@ -108,6 +108,7 @@ Migration guide:
 This function is deprecated. Use the `torch.nn.attention.sdpa_kernel` context manager instead.
 
 Migration guide:
+
 Each boolean input parameter (defaulting to true unless specified) of `sdp_kernel` corresponds to a `SDPBackened`. If the input parameter is true, the corresponding backend should be added to the input list of `sdpa_kernel`.
 
 ### TOR102 Unsafe use of function 
@@ -117,6 +118,7 @@ Each boolean input parameter (defaulting to true unless specified) of `sdp_kerne
 The use of `torch.load` without the `weights_only` parameter is unsafe. Loading an untrusted pickle file may lead to the execution of arbitrary malicious code and potential security issues.
 
 Migration Guide:
+
 Explicitly set `weights_only=False` only if you trust the data you load and full pickle functionality is needed, 
 
 ```
@@ -126,31 +128,36 @@ otherwise set `weights_only=True`.
 ```
 torch.load('<path_to_file>', weights_only=True)
 ```
+
 ### TOR104 Use of non-public function
 
 #### torch.utils.data._utils.collate.default_collate
 
 Public functions are well-documented and supported by the library maintainers and the use of the non-public function `torch.utils.data._utils.collate.default_collate` is discouraged as it can can change without notice in future versions, leading to potential breakage in your code.   
 
 Migration Guide:
+
 For better maintainability and compatibility, please use the public function `torch.utils.data.dataloader.default_collate` instead.
 
 ### TOR201 Use of deprecated parameter
 
 #### Model(pretrained=True)
 
-The parameter `pretrained` has been deprecated in TorchVision models since PyTorch version 1.12.0. The `weights` parameter should be used instead 
+The parameter `pretrained` has been deprecated in TorchVision models since PyTorch version 1.12.0. The `weights` parameter should be used instead. 
+
 ```
 model = SomeModel(weights='<path_or_identifier_to_weights>')
 ```
+
 ### TOR202 Use of deprecated function
 
 #### transform v2.ToTensor()
 
-The `transform v2.ToTensor()` is deprecated and will be removed in a future release. 
-Instead, please use `v2.Compose([v2.ToImage(), v2.ToDtype(torch.float32, scale=True)])`.
+The `transform v2.ToTensor()` is deprecated and will be removed in a future release. Instead, please use `v2.Compose([v2.ToImage(), v2.ToDtype(torch.float32, scale=True)])`.
+
 ```
 transform = v2.Compose([v2.ToImage(),v2.ToDtype(torch.float32, scale=True)])
 ```
+
 ## License
 TorchFix is BSD License licensed, as found in the LICENSE file.