update readme

Author: rabea-al

README.md

@@ -28,31 +28,33 @@ Integrates TensorFlow Keras into Xircuits for streamlined deep learning workflow
 
 - [Prerequisites](#prerequisites)
 - [Main Xircuits Components](#main-xircuits-components)
-- [Try the Examples](#try-the-examples)
+- [Try The Examples](#try-the-examples)
 - [Installation](#installation)
 
 ## Preview
 
 ### TFKerasTransferLearning Example
 
-<img src="https://github.com/user-attachments/assets/78f3460f-a9a0-4f1d-a1cf-ed0104c6a81b" alt="TFKerasTransferLearning example" />
+![TFKerasTransferLearning](https://github.com/user-attachments/assets/8719a3c1-76a6-49a5-8cd2-6c22d9abbf6c)
 
 
 ### TFKerasTransferLearning Result
 
-<img src="https://github.com/user-attachments/assets/b16a84f2-8eaf-4f47-8af2-5326c148c34f" alt="TFKerasTransferLearning result"  />
+![TFKerasTransferLearning](https://github.com/user-attachments/assets/a617cdb2-3af7-47a6-a3d4-593eefd18c68)
+
 
 ### TFKerasTrainImageClassifier Example
 
-<img src="https://github.com/user-attachments/assets/9abbdecd-3b26-454c-b40f-8e9aac9f2383" alt="TFKerasTrainImageClassifier_Example" />
+![TFKerasTrainImageClassifier](https://github.com/user-attachments/assets/e85d5f65-470f-42c3-ab85-9795ba05bcb7)
+
 
 ### TFKerasTrainImageClassifier Result
 
 <img src="https://github.com/user-attachments/assets/6fd41596-aa0e-45bd-98e2-34b2baf0b5dd" alt="TFKerasTrainImageClassifier_Result" />
 
 ### TFKerasModelPredict Example
 
-<img src="https://github.com/user-attachments/assets/80946c8e-dc45-40ba-be6c-1bee31371062" alt="TFKerasModelPredict_example"  />
+![TFKerasModelPredict](https://github.com/user-attachments/assets/71952d43-23d2-49ea-bcab-b68b9b894510)
 
 
 ### TFKerasModelPredict Result
@@ -80,32 +82,21 @@ Assembles 2D Keras models, ideal for image-based datasets.
 
 <img src="https://github.com/user-attachments/assets/def84826-5549-4de4-90c2-d01eaad9dc36" alt="KerasCreate2DInputModel" width="200" height="75" />
 
+### KerasTransferLearningModel:
+Fetches TensorFlow Keras Models for transfer learning.
+
+<img src="https://github.com/user-attachments/assets/5b98def2-87fe-4a92-8680-a2a5822210d6" alt="KerasTransferLearningModel" width="200" height="250" />
 
 ### KerasTrainImageClassifier:  
 Trains Keras models for image classification tasks. 
 
-<img src="https://github.com/user-attachments/assets/1eeca792-d7d0-40fb-b689-f352bca59999" alt="KerasTrainImageClassifier" width="200" height="100" />
-
-
 ### KerasEvaluateAccuracy:  
 Evaluates Keras models for accuracy and loss using test datasets.  
 
-<img src="https://github.com/user-attachments/assets/489b6f59-df84-4120-bc6d-64eec7ef6625" alt="KerasEvaluateAccuracy" width="200" height="100" />
-
-
-### KerasTransferLearningModel:
-Fetches TensorFlow Keras Models for transfer learning.
-
-<img src="https://github.com/user-attachments/assets/5b98def2-87fe-4a92-8680-a2a5822210d6" alt="KerasTransferLearningModel" width="200" height="250" />
-
-
 ### TrainKerasModel:
 Trains compiled Keras models with training data.
 
-<img src="https://github.com/user-attachments/assets/7e2b8507-c31c-415a-81a0-c00ee1194e8a" alt="TrainKerasModel" width="200" height="150" />
-
-
-## Try the Examples
+## Try The Examples
 
 We have provided an example workflow to help you get started with the TensorFlow Keras component library. Give it a try and see how you can create custom TensorFlow Keras components for your applications.