diff --git a/tensorflow/TensorGAN/GAN/net.py b/tensorflow/TensorGAN/GAN/net.py
index 6896761..1d9445e 100644
--- a/tensorflow/TensorGAN/GAN/net.py
+++ b/tensorflow/TensorGAN/GAN/net.py
@@ -45,7 +45,7 @@ def optimizer(loss, var_list):
 
 def log(x):
     '''
-    Sometimes discriminator outputs can reach vakyes close to (or even slightly less than) zero due to numerical rounding.
+    Sometimes discriminator outputs can reach values close to (or even slightly less than) zero due to numerical rounding.
     This just make sure that we exclude those values so that we don't up with NaNs during optimization
     '''
     return tf.log(tf.maximum(x, 1e-5))
diff --git a/tensorflow/TensorGAN/GAN_MNIST/config.py b/tensorflow/TensorGAN/GAN_MNIST/config.py
new file mode 100644
index 0000000..5be7829
--- /dev/null
+++ b/tensorflow/TensorGAN/GAN_MNIST/config.py
@@ -0,0 +1,5 @@
+# Data path
+mnist_path = "../../datasets/MNIST_DATA/"
+# Training hyper paramters
+batch_size = 128
+input_dim = 100
\ No newline at end of file
diff --git a/tensorflow/TensorGAN/GAN_MNIST/main.py b/tensorflow/TensorGAN/GAN_MNIST/main.py
new file mode 100644
index 0000000..bdb95a0
--- /dev/null
+++ b/tensorflow/TensorGAN/GAN_MNIST/main.py
@@ -0,0 +1,16 @@
+import tensorflow as tf
+import numpy as np
+
+import config
+import net
+
+seed = 42
+np.random.seed(seed)
+tf.set_random_seed(seed)
+
+def main():
+    gan = net.GAN(config)
+    gan.train()
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/tensorflow/TensorGAN/GAN_MNIST/net.py b/tensorflow/TensorGAN/GAN_MNIST/net.py
new file mode 100644
index 0000000..46b6481
--- /dev/null
+++ b/tensorflow/TensorGAN/GAN_MNIST/net.py
@@ -0,0 +1,109 @@
+import tensorflow as tf
+from tensorflow.examples.tutorials.mnist import input_data
+import numpy as np
+import matplotlib.pyplot as plt
+
+import config
+import util
+
+def log(x):
+    '''
+    Sometimes discriminator outputs can reach values close to (or even slightly less than) zero due to numerical rounding.
+    This just make sure that we exclude those values so that we don't up with NaNs during optimization
+    '''
+    return tf.log(tf.maximum(x, 1e-5))
+
+def xavier_init(size):
+    in_dim = size[0]
+    xavier_stddev = 1. / tf.sqrt(in_dim / 2.)
+    return tf.random_normal(shape=size, stddev=xavier_stddev)
+
+with tf.variable_scope('D'):
+    D_W1 = tf.Variable(xavier_init([784, 128]))
+    D_b1 = tf.Variable(tf.zeros(shape=[128]))
+
+    D_W2 = tf.Variable(xavier_init([128, 1]))
+    D_b2 = tf.Variable(tf.zeros(shape=[1]))
+
+with tf.variable_scope('G'):
+    G_W1 = tf.Variable(xavier_init([100, 128]))
+    G_b1 = tf.Variable(tf.zeros(shape=[128]))
+
+    G_W2 = tf.Variable(xavier_init([128, 784]))
+    G_b2 = tf.Variable(tf.zeros(shape=[784]))
+
+def sample_Z(m, n):
+    return np.random.uniform(-1., 1., size=[m, n])
+
+def generator(z):
+    G_h1 = tf.nn.relu(tf.matmul(z, G_W1) + G_b1)
+    G_log_prob = tf.matmul(G_h1, G_W2) + G_b2
+    G_prob = tf.nn.sigmoid(G_log_prob)
+
+    return G_prob
+
+def discriminator(x):
+    D_h1 = tf.nn.relu(tf.matmul(x, D_W1) + D_b1)
+    D_logit = tf.matmul(D_h1, D_W2) + D_b2
+    D_prob = tf.nn.sigmoid(D_logit)
+
+    return D_prob, D_logit
+
+class GAN(object):
+    def __init__(self, config):
+        
+        self.config = config
+
+        self.Z = tf.placeholder(tf.float32, shape=[None, 100])
+        self.G_sample = generator(self.Z)
+
+        self.X = tf.placeholder(tf.float32, shape=[None, 784])
+        self.D_real, self.D_logit_real = discriminator(self.X)
+        self.D_fake, self.D_logit_fake = discriminator(self.G_sample)
+
+        vars = tf.trainable_variables()
+        self.d_params = [v for v in vars if v.name.startswith('D/')]
+        self.g_params = [v for v in vars if v.name.startswith('G/')]
+
+        self.D_loss = -tf.reduce_mean(log(self.D_real) + log(1.-self.D_fake))
+        self.G_loss = -tf.reduce_mean(log(self.D_fake))
+
+        self.D_optim = tf.train.AdamOptimizer().minimize(self.D_loss, var_list=self.d_params)
+        self.G_optim = tf.train.AdamOptimizer().minimize(self.G_loss, var_list=self.g_params)
+
+    def train(self):
+
+        mnist = input_data.read_data_sets(self.config.mnist_path, one_hot=True)
+        batch_size = self.config.batch_size
+        input_dim = self.config.input_dim
+
+        with tf.Session() as sess:
+
+            sess.run(tf.global_variables_initializer())
+            sess.run(tf.local_variables_initializer())
+
+            save_index = 0
+
+            for iter in range(100000):
+
+                batch_X, _ = mnist.train.next_batch(batch_size)
+                batch_Z_1 = sample_Z(batch_size, input_dim)
+                batch_Z_2 = sample_Z(batch_size, input_dim)
+
+                _, D_loss_curr = sess.run([self.D_optim, self.D_loss], feed_dict={self.X: batch_X, self.Z: batch_Z_1})
+                _, G_loss_curr = sess.run([self.G_optim, self.G_loss], feed_dict={self.Z: batch_Z_2})
+
+                if iter % 1000 == 0:
+                    print("iter", iter)
+                    print("D Loss: ", D_loss_curr)
+                    print("G Loss: ", G_loss_curr)
+
+                    test_Z = sample_Z(16, input_dim)
+                    samples = sess.run(self.G_sample, feed_dict={self.Z: test_Z})
+
+                    fig = util.plot(samples)
+                    save_filename = './out/' + str(save_index).zfill(3)
+                    save_index += 1
+                    plt.savefig(save_filename, bbox_inches='tight')
+                    plt.close()
+    
\ No newline at end of file
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diff --git a/tensorflow/TensorGAN/GAN_MNIST/util.py b/tensorflow/TensorGAN/GAN_MNIST/util.py
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index 0000000..276c211
--- /dev/null
+++ b/tensorflow/TensorGAN/GAN_MNIST/util.py
@@ -0,0 +1,20 @@
+import matplotlib.pyplot as plt
+import matplotlib.gridspec as gridspec
+
+def plot(samples):
+
+    plt.switch_backend('agg')
+
+    fig = plt.figure(figsize=(4, 4))
+    gs = gridspec.GridSpec(4, 4)
+    gs.update(wspace=0.05, hspace=0.05)
+
+    for i, sample in enumerate(samples):
+        ax = plt.subplot(gs[i])
+        plt.axis('off')
+        ax.set_xticklabels([])
+        ax.set_yticklabels([])
+        ax.set_aspect('equal')
+        plt.imshow(sample.reshape(28, 28), cmap='Greys_r')
+
+    return fig
\ No newline at end of file
diff --git a/tensorflow/TensorGAN/cGAN/net.py b/tensorflow/TensorGAN/cGAN/net.py
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index 0000000..c03f168
--- /dev/null
+++ b/tensorflow/TensorGAN/cGAN/net.py
@@ -0,0 +1,13 @@
+import tensorflow as tf
+
+def xavier_init(size):
+    in_dim = size[0]
+    xavier_stddev = 1. / tf.sqrt(in_dim / 2.)
+    return tf.random_normal(shape=size, stddev=xavier_stddev)
+
+# Disriminator Net
+
+
+# Generator Net
+
+def gene
\ No newline at end of file