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README.md

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-# ecoli_plate
+# A Pytorch DCGAN implementation 
+## Deep Convolutional Generative Adversarial Network
 Playing with DCGAN and Bio images
+
+The goal of this code is learning to play dataset creation and hyperparameters thought a DCGAN model.
+
+This code is based on:
+
+- [The original DCGAN paper](https://arxiv.org/pdf/1511.06434.pdf),
+
+- [the `networks.py` file in CycleGAN Github repository](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/models/networks.py)
+
+- Udacity deep learning nano degree.
+
+The goal is render an image of E.Coli plate as:
+
+<img src='https://github.com/linediconsine/ecoli_plate/blob/main/few/few/3.jpg?raw=1' width=30% />
+
+This code is public on [github](https://github.com/linediconsine/ecoli_plate)