Tensorflow: How to convert NaNs to a number?

I think you need to use tf.select.

w = tf.select(tf.is_nan(w), tf.ones_like(w) * NUMBER, w); #if w is nan use 1 * NUMBER else use element in w

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Update: TensorFlow 1.0 has deprecated tf.select in favor of Numpy compatible tf.where.