diff --git a/Jupyter_Notebooks/Chapter_03_Neural_Networks/tinyAdamSGD.ipynb b/Jupyter_Notebooks/Chapter_03_Neural_Networks/tinyAdamSGD.ipynb index 2236bedb..3aedeea4 100644 --- a/Jupyter_Notebooks/Chapter_03_Neural_Networks/tinyAdamSGD.ipynb +++ b/Jupyter_Notebooks/Chapter_03_Neural_Networks/tinyAdamSGD.ipynb @@ -35,7 +35,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -95,13 +95,13 @@ "\n", " def backward(self, X, y):\n", " # Backward pass\n", - " m = y.shape[0]\n", - " dz2 = self.a2 - y\n", - " self.dw2 = np.dot(self.a1.T, dz2) / m\n", - " self.db2 = np.sum(dz2, axis=0, keepdims=True) / m\n", - " dz1 = np.dot(dz2, self.w2.T) * (1 - np.tanh(self.z1) ** 2)\n", - " self.dw1 = np.dot(X.T, dz1) / m\n", - " self.db1 = np.sum(dz1, axis=0, keepdims=True) / m\n", + " m = y.shape[0] # the number of samples in the batch\n", + " dz2 = self.a2 - y # gradient of the loss with respect to z2\n", + " self.dw2 = np.dot(self.a1.T, dz2) / m # gradient of the loss with respect to w2\n", + " self.db2 = np.sum(dz2, axis=0, keepdims=True) / m # gradient of the loss with respect to b2\n", + " dz1 = np.dot(dz2, self.w2.T) * (1 - np.tanh(self.z1) ** 2) # gradient of the loss with respect to z1 (hidden layer pre-activation)\n", + " self.dw1 = np.dot(X.T, dz1) / m # gradient of the loss with respect to w1 (weights of the hidden layer)\n", + " self.db1 = np.sum(dz1, axis=0, keepdims=True) / m # gradient of the loss with respect to b1 (biases of the hidden layer)\n", "\n", " def get_parameters(self):\n", " return [self.w1, self.b1, self.w2, self.b2]\n",