Create README.md

README.md

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+## Face Generation GAN based on DCGAN architecture
+
+
+### Architecture
+![DCGAN Architecture](dcgan.png?raw=true "DCGAN Architecture")
+
+
+### Details
+
+**codes for layers**
+
+- **1 layer** = (size)F|C(ks,str,p)|DC(ks,str)|BN|D|LR
+- **(size):** size of layer or filters
+- **F:** Fully Connected
+- **C:** Convulution 
+- **DC(ks,str):** Deconvulution with (Kernel Size, Stride, padding)
+- **BN:** Batch normalization
+- **D:** Dropout
+- **LR:** Leaky Relu
+
+### Generator:
+
+#### Full: (7x7x1024)F -> D -> LR
+#### DCONV1: (512)DC(3,2,same) -> BN -> D -> LR  
+#### DCONV2: (256)DC(3,2,same) -> BN -> D -> LR 
+#### DCONV3: (128)DC(5,1,same) -> BN -> D -> LR
+#### DCONV_OUT: (channles)DC(5,1)
+
+### Discriminator:
+
+#### CONV1: (64)C(5,1,valid) -> LR
+#### CONV2: (128)C(5,1,valid) -> BN -> D -> LR
+#### CONV3: (256)C(5,1,valid) -> BN -> D -> LR
+#### CONV4: (512)C(5,2,valid) -> BN -> D -> LR
+#### OUT: (flat)F