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Fix typo in lab 1
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lab1_FFN/lab1_FFN.ipynb

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"source": [
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"To train our neural network we need to update the parameters in direction of the negative gradient w.r.t the cost function we defined earlier.\n",
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"We can use `tf.train.Optimizer` to get the gradients (using `compute_gradients`) for all parameters in the network w.r.t ``cost_train``.\n",
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"Imaggine that `cost_train` is a function and we want to go downhill. We go downhill by changing the value of the paramters in direction of the negative gradient. \n",
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"Imagine that `cost_train` is a function and we want to go downhill. We go downhill by changing the value of the paramters in direction of the negative gradient. \n",
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"\n",
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"Finally we can use the built-in `minimize` to calculate the stochastic gradient descent (SGD) update rule for each paramter in the network.\n",
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"\n",

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