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@@ -1,2 +1,15 @@
-# pytorch-pl-hydra-templates
-Different template codes for Deep Learning with PyTorch.
+# Template codes for Deep learning with Pytorch
+This repo provides different pytorch implementation for training a deep learning model. It uses a simple classification task example for [CIFAR10 Dataset](https://www.cs.toronto.edu/~kriz/cifar.html) to show:
+  1. A simple vanilla, [single-GPU implementation](#single-gpu-pytorch-implementation)
+  2. A [multi-GPU, distributed data parallel implementation](multi-gpu-pytorch-implementation)
+  3. A [Pytorch-ligtning implementation](pytorch-ligtning-implementation) along with tracking and visualization in TensorBoard
+  4. A [Pytorch-ligtning Hydra implementation](pytorch-ligtning-hydra-implementation) for rapid experimentation and prototyping using new models/datasets
+
+# Single-GPU implementation
+
+# Multi-GPU distributed data parallel implementation
+
+# Pytorch-lightning implementation
+
+# Pytorch-lightning Hydra implementation
+