eager: Update sample notebooks with API changes in the last few releases.
Most notably: - Avoid using tf.contrib.eager since equivalent functionality if available outside tf.contrib - Datasets can be directly iterated on. - Use tf.GradientTape instead of tf.contrib.eager.implicit_gradients PiperOrigin-RevId: 194971115
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