Update

1 files changed, 37 insertions, 0 deletions

diff --git a/src/nn.py b/src/nn.py
new file mode 100644
index 0000000..e5d20d4
--- /dev/null
+++ b/src/nn.py
@@ -0,0 +1,37 @@
+from .scalar import Scalar
+import random
+
+class Neuron:
+    def __init__(self, n_X):
+        self.n_X = n_X
+        self.w = [ Scalar(random.uniform(-1, 1)) for _ in range(n_X) ]
+        self.b = Scalar(random.uniform(-1, 1))
+
+    def __call__(self, X):
+        result = 0
+
+        for wi, Xi in zip(self.w, X):
+            result += wi * Xi
+
+        result += self.b
+
+        return result.tanh()
+
+class Layer:
+    def __init__(self, n_X, n_y):
+        self.neurons = [ Neuron(n_X) for _ in range(n_y) ]
+
+    def __call__(self, X):
+        result = [ n(X) for n in self.neurons ]
+        return result[0] if len(result) == 1 else result
+
+class MLP:
+    def __init__(self, n_X, layers):
+        sz = [ n_X ] + layers
+        self.layers = [ Layer(sz[i], sz[i + 1]) for i in range(len(layers)) ]
+
+    def __call__(self, X):
+        for layer in self.layers:
+            X = layer(X)
+        
+        return X