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Building a convolutional neural network from scratch in an interactive way

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This code works perfectly. But I was wondering where exactly the weight update(W1, W2 and W3) is happpening in the code? Also, **trainer = tf.train.GradientDescentOptimizer(learning_rate).minimize(loss)** the above line does not...