diff --git a/examples/AlexNet/alexnet.pdf b/examples/AlexNet/alexnet.pdf
new file mode 100644
index 0000000..d214d75
Binary files /dev/null and b/examples/AlexNet/alexnet.pdf differ
diff --git a/examples/AlexNet/alexnet.tex b/examples/AlexNet/alexnet.tex
new file mode 100644
index 0000000..ebc1e68
--- /dev/null
+++ b/examples/AlexNet/alexnet.tex
@@ -0,0 +1,216 @@
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\usepackage{import}
+\subimport{../layers/}{init}
+\usetikzlibrary{positioning}
+\usetikzlibrary{3d} %for including external image 
+
+
+\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
+\def\ConvReluColor{rgb:yellow,5;red,5;white,5}
+\def\PoolColor{rgb:red,1;black,0.3}
+\def\UnpoolColor{rgb:blue,2;green,1;black,0.3}
+\def\FcColor{rgb:blue,2;green,5;white,5}
+\def\FcReluColor{blue,2;green,5;;white,4}
+\def\SoftmaxColor{rgb:magenta,5;black,7}   
+
+
+\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width=0.8mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=conv0,
+        caption= ,
+        xlabel={{3, }},
+        zlabel=224,
+        fill=\ConvColor,
+        height=44.8,
+        width=3,
+        depth=44.8
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (conv0-east) 
+    {Box={
+        name=conv1,
+        caption= ,
+        xlabel={{96, }},
+        zlabel=55,
+        fill=\ConvColor,
+        height=11.0,
+        width=4.8,
+        depth=11.0
+        }
+    };
+
+
+\draw [connection]  (conv0-east)    -- node {\midarrow} (conv1-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv1-east) 
+    {Box={
+        name=pool1,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=5.4,
+        width=1,
+        depth=5.4
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool1-east) 
+    {Box={
+        name=conv2,
+        caption= ,
+        xlabel={{256, }},
+        zlabel=27,
+        fill=\ConvColor,
+        height=5.4,
+        width=12.8,
+        depth=5.4
+        }
+    };
+
+
+\draw [connection]  (pool1-east)    -- node {\midarrow} (conv2-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv2-east) 
+    {Box={
+        name=pool2,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=2.6,
+        width=1,
+        depth=2.6
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool2-east) 
+    {Box={
+        name=conv3,
+        caption= ,
+        xlabel={{384, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=19.2,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (pool2-east)    -- node {\midarrow} (conv3-west);
+
+
+\pic[shift={(1,0,0)}] at (conv3-east) 
+    {Box={
+        name=conv4,
+        caption= ,
+        xlabel={{384, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=19.2,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (conv3-east)    -- node {\midarrow} (conv4-west);
+
+
+\pic[shift={(1,0,0)}] at (conv4-east) 
+    {Box={
+        name=conv5,
+        caption= ,
+        xlabel={{256, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=12.8,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (conv4-east)    -- node {\midarrow} (conv5-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv5-east) 
+    {Box={
+        name=pool3,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=1.2,
+        width=1,
+        depth=1.2
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool3-east) 
+    {Box={
+        name=Fc1,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=4096,
+        fill=\FcColor,
+        height=1,
+        width=1,
+        depth=40.96
+        }
+    };
+
+
+\draw [connection]  (pool3-east)    -- node {\midarrow} (Fc1-west);
+
+
+\pic[shift={(2,0,0)}] at (Fc1-east) 
+    {Box={
+        name=Fc2,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=4096,
+        fill=\FcColor,
+        height=1,
+        width=1,
+        depth=40.96
+        }
+    };
+
+
+\draw [connection]  (Fc1-east)    -- node {\midarrow} (Fc2-west);
+
+
+\pic[shift={(3,0,0)}] at (Fc2-east) 
+    {Box={
+        name=soft1,
+        caption=SOFT,
+        xlabel={{" ","dummy"}},
+        zlabel=1000,
+        fill=\SoftmaxColor,
+        opacity=0.8,
+        height=3,
+        width=1.5,
+        depth=25
+        }
+    };
+
+
+\draw [connection]  (Fc2-east)    -- node {\midarrow} (soft1-west);
+
+
+\end{tikzpicture}
+\end{document}
diff --git a/examples/AlexNet/alexnet_data.png b/examples/AlexNet/alexnet_data.png
new file mode 100644
index 0000000..e0b7d97
Binary files /dev/null and b/examples/AlexNet/alexnet_data.png differ
diff --git a/examples/LeNet/lenet.pdf b/examples/LeNet/lenet.pdf
new file mode 100644
index 0000000..ed7f755
Binary files /dev/null and b/examples/LeNet/lenet.pdf differ
diff --git a/examples/LeNet/lenet.tex b/examples/LeNet/lenet.tex
new file mode 100644
index 0000000..411053d
--- /dev/null
+++ b/examples/LeNet/lenet.tex
@@ -0,0 +1,152 @@
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\usepackage{import}
+\subimport{../layers/}{init}
+\usetikzlibrary{positioning}
+\usetikzlibrary{3d} %for including external image 
+
+
+\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
+\def\ConvReluColor{rgb:yellow,5;red,5;white,5}
+\def\PoolColor{rgb:red,1;black,0.3}
+\def\UnpoolColor{rgb:blue,2;green,1;black,0.3}
+\def\FcColor{rgb:blue,5;red,2.5;white,5}
+\def\FcReluColor{rgb:blue,5;red,5;white,4}
+\def\SoftmaxColor{rgb:magenta,5;black,7}   
+
+
+\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width=0.8mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=conv0,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=32,
+        fill=\ConvColor,
+        height=32,
+        width=1,
+        depth=32
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (conv0-east) 
+    {Box={
+        name=conv1,
+        caption= ,
+        xlabel={{6, }},
+        zlabel=28,
+        fill=\ConvColor,
+        height=28,
+        width=6,
+        depth=28
+        }
+    };
+
+
+\draw [connection]  (conv0-east)    -- node {\midarrow} (conv1-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv1-east) 
+    {Box={
+        name=pool1,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=14,
+        width=6,
+        depth=14
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool1-east) 
+    {Box={
+        name=conv2,
+        caption= ,
+        xlabel={{16, }},
+        zlabel=10,
+        fill=\ConvColor,
+        height=10,
+        width=16,
+        depth=10
+        }
+    };
+
+
+\draw [connection]  (pool1-east)    -- node {\midarrow} (conv2-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv2-east) 
+    {Box={
+        name=pool2,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=5,
+        width=16,
+        depth=5
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool2-east) 
+    {Box={
+        name=conv3,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=120,
+        fill=\ConvColor,
+        height=1,
+        width=1,
+        depth=120
+        }
+    };
+
+
+\draw [connection]  (pool2-east)    -- node {\midarrow} (conv3-west);
+
+
+\pic[shift={(2,0,0)}] at (conv3-east) 
+    {Box={
+        name=conv4,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=84,
+        fill=\ConvColor,
+        height=1,
+        width=1,
+        depth=84
+        }
+    };
+
+
+\draw [connection]  (conv3-east)    -- node {\midarrow} (conv4-west);
+
+
+\pic[shift={(3,0,0)}] at (conv4-east) 
+    {Box={
+        name=soft1,
+        caption=SOFT,
+        xlabel={{" ","dummy"}},
+        zlabel=10,
+        fill=\SoftmaxColor,
+        opacity=0.8,
+        height=3,
+        width=1.5,
+        depth=25
+        }
+    };
+
+
+\draw [connection]  (conv4-east)    -- node {\midarrow} (soft1-west);
+
+
+\end{tikzpicture}
+\end{document}
diff --git a/examples/LeNet/lenet.txt b/examples/LeNet/lenet.txt
new file mode 100644
index 0000000..8f063fa
--- /dev/null
+++ b/examples/LeNet/lenet.txt
@@ -0,0 +1,8 @@
+input(32, 32, 1)
+conv(28, 28, 6)
+pool(14, 14, 6)
+conv(10, 10, 16)
+pool(5, 5, 16)
+conv(1,1,120)
+fullyconn(1,1,84)
+softmax(1,1,10)
\ No newline at end of file
diff --git a/examples/LeNet/lenet_data2.png b/examples/LeNet/lenet_data2.png
new file mode 100644
index 0000000..01ccfb2
Binary files /dev/null and b/examples/LeNet/lenet_data2.png differ