diff --git a/README.md b/README.md
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@@ -85,7 +85,9 @@ If you have any specific video suggestion please make a comment on YouTube :)
 * [![Youtube Link][logo]](https://youtu.be/ACmuBbuXn20)   [VGG](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py#L16-L62) **- CNN architecture**
 * [![Youtube Link][logo]](https://youtu.be/uQc4Fs7yx5I)   [Inception v1](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_inceptionet.py) **- CNN architecture**
 * [![Youtube Link][logo]](https://youtu.be/DkNIBBBvcPs)   [ResNet](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_resnet.py) **- CNN architecture**
+* [![Youtube Link][logo]](https://youtu.be/fR_0o25kigM)   [EfficientNet](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_efficientnet.py) **- CNN architecture**
  
+
 ## TensorFlow Tutorials
 If you have any specific video suggestion please make a comment on YouTube :)