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Update Preprocessor links in Introduction_to_Ray_AI_Runtime.ipynb (#99)
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* Update Preprocessor links in Introduction_to_Ray_AI_Runtime.ipynb

Update some hyper-link to current latest documentation of ray.data.preprocessor

Signed-off-by: Hao Chun Chang <changhaochun84@gmail.com>

* Update Introductory_modules/Introduction_to_Ray_AI_Runtime.ipynb

Signed-off-by: Kamil Kaczmarek <kamil@anyscale.com>

* Update Introductory_modules/Introduction_to_Ray_AI_Runtime.ipynb

Signed-off-by: Kamil Kaczmarek <kamil@anyscale.com>

* Update Introductory_modules/Introduction_to_Ray_AI_Runtime.ipynb

Signed-off-by: Kamil Kaczmarek <kamil@anyscale.com>

---------

Signed-off-by: Hao Chun Chang <changhaochun84@gmail.com>
Signed-off-by: Kamil Kaczmarek <kamil@anyscale.com>
Co-authored-by: Kamil Kaczmarek <kamil@anyscale.com>
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haochunchang and kamil-kaczmarek authored Oct 24, 2023
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8 changes: 4 additions & 4 deletions Introductory_modules/Introduction_to_Ray_AI_Runtime.ipynb
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"metadata": {},
"source": [
"### Preprocess the dataset\n",
"To transform our raw data into features, you will define a `Preprocessor`. [Ray AIR's `Preprocessor`](https://docs.ray.io/en/latest/ray-air/package-ref.html#preprocessor) captures the data transformation you apply and persists:\n",
"To transform our raw data into features, you will define a `Preprocessor`. [Ray `Preprocessor`](https://docs.ray.io/en/latest/data/api/preprocessor.html) captures the data transformation you apply and persists:\n",
"\n",
"- **During training**\n",
"\n",
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"source": [
"**Coding exercise**\n",
"\n",
"Ray AIR provides several [preprocessors out of the box](https://docs.ray.io/en/latest/ray-air/preprocessors.html#) and also supports the implementation of [custom preprocessors](https://docs.ray.io/en/latest/ray-air/preprocessors.html#implementing-custom-preprocessors). Later on, you can compare model performance between the given preprocessor and your custom configuration.\n",
"Ray provides several [preprocessors out of the box](https://docs.ray.io/en/latest/data/preprocessors.html#types-of-preprocessors) and also supports the implementation of [custom preprocessors](https://docs.ray.io/en/latest/data/preprocessors.html#implementing-custom-preprocessors). Later on, you can compare model performance between the given preprocessor and your custom configuration.\n",
"\n",
"Select a [built-in](https://docs.ray.io/en/latest/ray-air/preprocessors.html#types-of-preprocessors) `Preprocessor` and use `fit_transform()` to [apply it](https://docs.ray.io/en/latest/ray-air/package-ref.html#preprocessor) to the dataset. Visualize the results (perhaps using the [integration with pandas](https://docs.ray.io/en/latest/data/api/input_output.html#ray.data.from_pandas) to generate a histogram view)\n",
"Select a [built-in](https://docs.ray.io/en/latest/data/preprocessors.html#built-in-preprocessors) `Preprocessor` and use `fit_transform()` to [apply it](https://docs.ray.io/en/latest/data/api/preprocessor.html#fit-transform-apis) to the dataset. Visualize the results (perhaps using the [integration with pandas](https://docs.ray.io/en/latest/data/api/input_output.html#ray.data.from_pandas) to generate a histogram view)\n",
"\n",
"Note: You may want to create a sample dataset to transform, as the original data and preprocessor will be passed to the `Trainer` in the next step for transformation."
]
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"- Within a checkpoint\n",
"- On input batches for inference\n",
"\n",
"AIR comes with a collection of built-in preprocessors, and you can also define your own with simple templates (see the [user guide](https://docs.ray.io/en/latest/ray-air/preprocessors.html) for more information)."
"Ray comes with a collection of built-in preprocessors, and you can also define your own with simple templates (see the [user guide](https://docs.ray.io/en/latest/data/preprocessors.html) for more information)."
]
},
{
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