[Docs] Fix anyscale template utm tracking (#50236)

Verified fixes locally:

<img width="1668" alt="Screenshot 2025-02-04 at 5 35 20 PM"
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<img width="621" alt="Screenshot 2025-02-04 at 5 32 15 PM"
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<img width="1665" alt="Screenshot 2025-02-04 at 5 31 56 PM"
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<img width="402" alt="Screenshot 2025-02-04 at 5 31 49 PM"
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## Why are these changes needed?

Markdown URLs with "&" incorrectly rendered to "&amp", which is breaking
utm tracking

e.g. Clicking on "Run quickstart" on
https://docs.ray.io/en/latest/data/examples/pytorch_resnet_batch_prediction.html
renders
"https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&amp;utm_medium=docs&amp;utm_campaign=image-classification-batch-inference-with-pytorch&amp;redirectTo=/v2/template-preview/ray-data-batch-image-classification"

## Related issue number

<!-- For example: "Closes #1234" -->

## Checks

- [ ] I've signed off every commit(by using the -s flag, i.e., `git
commit -s`) in this PR.
- [ ] I've run `scripts/format.sh` to lint the changes in this PR.
- [ ] I've included any doc changes needed for
https://docs.ray.io/en/master/.
- [ ] I've added any new APIs to the API Reference. For example, if I
added a
method in Tune, I've added it in `doc/source/tune/api/` under the
           corresponding `.rst` file.
- [ ] I've made sure the tests are passing. Note that there might be a
few flaky tests, see the recent failures at https://flakey-tests.ray.io/
- Testing Strategy
   - [ ] Unit tests
   - [ ] Release tests
   - [ ] This PR is not tested :(

---------

Signed-off-by: Chris Zhang <[email protected]>

doc/source/data/examples/pytorch_resnet_batch_prediction.ipynb

@@ -9,7 +9,10 @@
    "source": [
     "# Image Classification Batch Inference with PyTorch\n",
     "\n",
-    "[![try-anyscale-quickstart-image-classification-batch-inference-with-pytorch](../../_static/img/run-quickstart-anyscale.svg)](https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&utm_medium=docs&utm_campaign=image-classification-batch-inference-with-pytorch&redirectTo=/v2/template-preview/ray-data-batch-image-classification)\n",
+    "<a href=\"https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&utm_medium=docs&utm_campaign=image-classification-batch-inference-with-pytorch&redirectTo=/v2/template-preview/ray-data-batch-image-classification\">\n",
+    "    <img src=\"../../_static/img/run-quickstart-anyscale.svg\" alt=\"try-anyscale-quickstart-image-classification-batch-inference-with-pytorch\">\n",
+    "</a>\n",
+    "<br></br>\n",
     "\n",
     "In this example, we will introduce how to use [Ray Data](data) for **large-scale batch inference with multiple GPU workers.**\n",
     "\n",

doc/source/ray-overview/getting-started.md

@@ -321,7 +321,10 @@ Learn more about Ray RLlib
 
 ## Ray Core Quickstart
 
-[![try-anyscale-quickstart-ray-quickstart](../_static/img/run-quickstart-anyscale.svg)](https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&utm_medium=docs&utm_campaign=ray-core-quickstart&redirectTo=/v2/template-preview/workspace-intro)
+<a href="https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&utm_medium=docs&utm_campaign=ray-core-quickstart&redirectTo=/v2/template-preview/workspace-intro">
+    <img src="../_static/img/run-quickstart-anyscale.svg" alt="try-anyscale-quickstart-ray-quickstart">
+</a>
+<br></br>
 
 Turn functions and classes easily into Ray tasks and actors,
 for Python and Java, with simple primitives for building and running distributed applications.

doc/source/serve/tutorials/stable-diffusion.md

@@ -6,8 +6,10 @@ orphan: true
 
 # Serve a Stable Diffusion Model
 
-[![try-anyscale-quickstart-ray-serve-stable-diffusion-quickstart](../../_static/img/run-quickstart-anyscale.svg)](https://console.anyscale.com/register/ha?utm_source=ray_docs&utm_medium=docs&utm_campaign=ray-serve-stable-diffusion-quickstart&redirectTo=/v2/template-preview/serve-stable-diffusion-v2)
-
+<a href="https://www.anyscale.com/ray-on-anyscale?utm_source=ray_docs&utm_medium=docs&utm_campaign=ray-serve-stable-diffusion-quickstart&redirectTo=/v2/template-preview/serve-stable-diffusion-v2">
+    <img src="../../_static/img/run-quickstart-anyscale.svg" alt="try-anyscale-quickstart-ray-serve-stable-diffusion-quickstart">
+</a>
+<br></br>
 This example runs a Stable Diffusion application with Ray Serve.
 
 To run this example, install the following: