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MAINT: Update GPU admonition text (#157)
* MAINT: Update GPU admonition text * fix i158 * fix double period
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lectures/_admonition/gpu.md

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```{admonition} GPU
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:class: warning
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This lecture was built using [hardware](status:machine-details) that has access to a GPU.
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This lecture was built using a machine with JAX installed and access to a GPU.
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To run this lecture on [Google Colab](https://colab.research.google.com/), click on the "play" icon top right, select Colab, and set the runtime environment to include a GPU.
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lectures/arellano.md

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```{include} _admonition/gpu.md
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```
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In addition to what's in Anaconda, this lecture will need the following libraries:
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/cake_eating_numerical.md

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Please refer that lecture for all background and notation.
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In addition to what's in Anaconda, this lecture will need the following libraries:
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/ifp_egm.md

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Here we focus on providing an efficient JAX implementation.
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We will use the following libraries and imports.
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell}
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:tags: [hide-output]

lectures/inventory_ssd.md

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This lecture provides a JAX implementation of a model in [Dynamic Programming](https://dp.quantecon.org/).
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We require the following library to be installed.
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/kesten_processes.md

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```{include} _admonition/gpu.md
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```
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In addition to what's in Anaconda, this lecture will need the following libraries:
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/markov_asset.md

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!nvidia-smi
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```
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In addition to what's in Anaconda, this lecture will need the following libraries:
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/opt_invest.md

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```{include} _admonition/gpu.md
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```
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We require the following library to be installed.
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

lectures/opt_savings_1.md

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```{include} _admonition/gpu.md
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```
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In addition to what’s in Anaconda, this lecture will need the following libraries:
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In addition to JAX and Anaconda, this lecture will need the following libraries:
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```{code-cell} ipython3
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:tags: [hide-output]

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