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This repository is a collection of PyTorch code examples, covering beginner to advanced topics, and including implementation of CNN models from scratch.

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Albumentations for Data Augmentations

Albumentations for Data Augmentations

 
 

retrivers_elkhounds

retrivers_elkhounds

 
 

01_Complete Pytorch Tensor(Initializing Tensors, Math, Indexing, Reshaping).ipynb

01_Complete Pytorch Tensor(Initializing Tensors, Math, Indexing, Reshaping).ipynb

 
 

Custom_Datasets_for_Images_in_Pytorch.ipynb

Custom_Datasets_for_Images_in_Pytorch.ipynb

 
 

Data Augmentation using Torchvision.ipynb

Data Augmentation using Torchvision.ipynb

 
 

GoogleNet_InceptionNet_implementation_from_Scratch.ipynb

GoogleNet_InceptionNet_implementation_from_Scratch.ipynb

 
 

Imbalanced_Dataset_Handing_Pytorch.ipynb

Imbalanced_Dataset_Handing_Pytorch.ipynb

 
 

LeNet from Scratch.ipynb

LeNet from Scratch.ipynb

 
 

Neural_Style_Transfer.ipynb

Neural_Style_Transfer.ipynb

 
 

Pytorch CNN example.ipynb

Pytorch CNN example.ipynb

 
 

Pytorch Neural Network example.ipynb

Pytorch Neural Network example.ipynb

 
 

Pytorch_TensorBoard_Colab.ipynb

Pytorch_TensorBoard_Colab.ipynb

 
 

Pytorch_Transfer_Learning_and_Fine_Tuning.ipynb

Pytorch_Transfer_Learning_and_Fine_Tuning.ipynb

 
 

README.md

README.md

 
 

VGG_Architectures_from_Scratch.ipynb

VGG_Architectures_from_Scratch.ipynb

 
 

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Deep-Learning-with-PyTorch

I created this repository with the aim of enhancing my understanding of deep learning concepts using PyTorch. However, I believe that others who are interested in delving into this field can also benefit from the resources. From beginner to advanced levels, the topics covered in the repository offer a comprehensive guide to PyTorch, including the implementation of Convolutional Neural Networks from scratch.

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This repository is a collection of PyTorch code examples, covering beginner to advanced topics, and including implementation of CNN models from scratch.

Topics

pytorch tensorboard transfer-learning lenet-architecture imbalanced-data data-augumentation neural-style-transfer inceptionnet custom-dataset albumentations vgg-architecture

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