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fix-images-in-rl-pulse (#1536)
## Changes - Fix broken images in https://pennylane.ai/qml/demos/tutorial_rl_pulse ## Preview - https://pennylane.ai/qml/demos/tutorial_rl_pulse?pr=1536
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demonstrations_v2/tutorial_rl_pulse/rl_pulse/DemoOG_RLpulse.png renamed to _static/demonstration_assets/rl_pulse/DemoOG_RLpulse.png

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demonstrations_v2/tutorial_rl_pulse/rl_pulse/sketch_protocol.png renamed to _static/demonstration_assets/rl_pulse/sketch_protocol.png

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demonstrations_v2/tutorial_rl_pulse/rl_pulse/sketch_rl.png renamed to _static/demonstration_assets/rl_pulse/sketch_rl.png

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demonstrations_v2/tutorial_rl_pulse/demo.py

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the main ideas in [#BaumPRXQ21]_, which we illustrate using superconducting qubits as
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an example.
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.. figure:: ../demonstrations/rl_pulse/DemoOG_RLpulse.png
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.. figure:: ../_static/demonstration_assets/rl_pulse/DemoOG_RLpulse.png
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:align: center
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:width: 60%
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how well the agent is performing the task given the last interaction. We will see more about the
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reward in the following section.
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.. figure:: ../demonstrations/rl_pulse/sketch_rl.png
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.. figure:: ../_static/demonstration_assets/rl_pulse/sketch_rl.png
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:align: center
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:width: 75%
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segments are now fixed, we proceed with the evaluation of the pulse with respect to the target gate
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that we wish to execute.
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.. figure:: ../demonstrations/rl_pulse/sketch_protocol.png
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.. figure:: ../_static/demonstration_assets/rl_pulse/sketch_protocol.png
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:align: center
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:width: 90%
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