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‎.nojekyll

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‎404.html

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‎_book.yaml

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upper_tabs:
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- name: "Install"
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lower_tabs:
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guides:
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- include: /install/_toc.yaml
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- name: "Learn"
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path: /learn/
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is_default: true
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menu:
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- include: /learn/_menu_toc.yaml
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lower_tabs:
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other:
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- name: "Tutorials"
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contents:
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- include: /tfx/tutorials/_toc.yaml
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- name: "Guide"
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contents:
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- include: /tfx/guide/_toc.yaml
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- name: "TFX-Addons"
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contents:
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- title: TFX-Addons
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path: /tfx/addons
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- name: API
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skip_translation: true
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contents:
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- title: TFX API
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path: /tfx/api_overview
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- heading: TFX V1
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- include: /tfx/api_docs/python/tfx/v1/_toc.yaml
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- heading: Data Validation
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- include: /tfx/data_validation/api_docs/python/tfdv/_toc.yaml
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- heading: Transform
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- include: /tfx/transform/api_docs/python/tft/_toc.yaml
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- break: true
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- include: /tfx/transform/api_docs/python/tft_beam/_toc.yaml
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- heading: Model Analysis
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- include: /tfx/model_analysis/api_docs/python/tfma/_toc.yaml
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- heading: Serving
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- title: Client API (REST)
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path: /tfx/serving/api_rest/
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- title: Client API (gRPC)
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path: https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis
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status: external
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- title: Server API (C++)
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section:
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- title: Overview
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path: /tfx/serving/api_docs/cc/
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- include: /tfx/serving/api_docs/cc/_doxygen.yaml
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- heading: ML Metadata
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- include: /tfx/ml_metadata/api_docs/python/mlmd/_toc.yaml
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- heading: TF Metadata
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- include: /tfx/tf_metadata/api_docs/python/tfmd/proto/_toc.yaml
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- heading: tfx_bsl
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- include: /tfx/tfx_bsl/api_docs/python/tfx_bsl/public/_toc.yaml
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- include: /api_docs/_upper_tabs_api.yaml
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- include: /resources/_upper_tabs_resources.yaml
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- include: /_upper_tabs_right.yaml

‎addons/_index.yaml

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# Copyright 2023 The TensorFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# ==============================================================================
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book_path: /tfx/_book.yaml
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project_path: /tfx/_project.yaml
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description: A library of useful extra functionality for TFX, created and maintained by
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the SIG TFX-Addons community.
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landing_page:
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custom_css_path: /site-assets/css/style.css
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rows:
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- heading: Community-developed components, examples, and tools for TFX
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items:
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- classname: devsite-landing-row-50
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description: >
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<p>
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Developers helping developers. TFX-Addons is a collection of community
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projects to build new components, examples, libraries, and tools for TFX.
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The projects are organized under the auspices of the special interest group,
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SIG TFX-Addons.
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</P><P>
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<a target='#' href='http://goo.gle/tfx-addons-group'>Join the community and
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share your work with the world!</a>
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</p>
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code_block: |
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<p>
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TFX-Addons is available on PyPI for all OS. To install the latest version, run:
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</p>
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<pre class = "prettyprint">
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pip install tfx-addons
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</pre>
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<p>
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You can then use TFX-Addons like this:
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</p>
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<pre class = "prettyprint">
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from tfx import v1 as tfx
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import tfx_addons as tfxa
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# Then you can easily load projects tfxa.{project_name}. For example:
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tfxa.feast_examplegen.FeastExampleGen(...)
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</pre>
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- classname: devsite-landing-row-cards
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items:
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- heading: "Feast ExampleGen Component"
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description: >
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<p>An
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<a target='#' href='https://www.tensorflow.org/tfx/guide/examplegen'>ExampleGen</a>
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component for ingesting datasets from a
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<a target='#' href='https://feast.dev/'>Feast Feature Store</a>.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feast_examplegen
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buttons:
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- label: "Feast ExampleGen"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feast_examplegen
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- heading: "Feature Selection Component"
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description: >
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<p>Perform feature selection using various algorithms
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with this TFX component.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feature_selection
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buttons:
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- label: "Feature Selection"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/feature_selection
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- heading: "Firebase Publisher Component"
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description: >
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<p>A TFX component to publish/update ML models to
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<a target='#' href='https://firebase.google.com/products/ml'>Firebase ML.</a></p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/firebase_publisher
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buttons:
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- label: "Firebase Publisher"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/firebase_publisher
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- heading: "Hugging Face Pusher Component"
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description: >
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<p>Pushes a blessed model to the
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<a target='#' href='https://huggingface.co/models'>Hugging Face Model Hub.</a>
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Optionally pushes the application to the
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<a target='#' href='https://huggingface.co/spaces'>Hugging Face Spaces Hub.</a></p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/huggingface_pusher
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buttons:
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- label: "Hugging Face Pusher"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/huggingface_pusher
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- heading: "Message Exit Handler Component"
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description: >
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<p>Handle the completion or failure of a pipeline by notifying users, including any error
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messages.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/message_exit_handler
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buttons:
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- label: "Message Exit Handler"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/message_exit_handler
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- heading: "MLMD Client Library"
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description: >
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<p>Client library to inspect content in
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<a target='#' href='https://www.tensorflow.org/tfx/guide/mlmd'>ML Metadata</a>
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populated by TFX pipelines.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/mlmd_client
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buttons:
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- label: "MLMD Client"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/mlmd_client
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- heading: "Model Card Generator"
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description: >
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<p>The ModelCardGenerator takes
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<a target='#' href='https://www.tensorflow.org/tfx/guide/statsgen'>dataset statistics</a>,
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<a target='#' href='https://www.tensorflow.org/tfx/guide/evaluator'>model evaluation</a>,
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and a <a target='#' href='https://www.tensorflow.org/tfx/guide/pusher'>pushed model</a>
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to automatically populate parts of a model card.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/model_card_generator
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buttons:
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- label: "Model Card Generator"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/model_card_generator
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- heading: "Pandas Transform Component"
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description: >
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<p>Use <a target='#' href='https://pandas.pydata.org/'>Pandas dataframes</a>
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instead of the standard Transform component for your feature engineering. Processing is
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distributed using <a target='#' href='https://beam.apache.org/'>Apache Beam</a>
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for scalability.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/pandas_transform
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buttons:
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- label: "Pandas Transform"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/pandas_transform
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- heading: "Sampling Component"
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description: >
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<p>A TFX component to sample data from examples, using probabilistic estimation.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/sampling
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buttons:
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- label: "Sampling"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/sampling
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- heading: "Schema Curation Component"
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description: >
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<p>Apply user code to a schema produced by the
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<a target='#' href='https://www.tensorflow.org/tfx/guide/schemagen'>SchemaGen component</a>,
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and curate it based on domain knowledge.</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/schema_curation
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buttons:
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- label: "Schema Curation"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/schema_curation
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- heading: "XGBoost Evaluator Component"
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description: >
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<p>Evaluate
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<a target='#' href='https://xgboost.ai/'>XGBoost</a>
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models by extending the standard
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<a target='#' href='https://www.tensorflow.org/tfx/guide/evaluator'>Evaluator component</a>.
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</p>
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/xgboost_evaluator
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buttons:
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- label: "XGBoost Evaluator"
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path: https://github.com/tensorflow/tfx-addons/tree/main/tfx_addons/xgboost_evaluator

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