TF Lite models page skeleton
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- title: Optimizing for mobile
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path: /lite/tfmobile/optimizing
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# - name: Models
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# contents:
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# - title: Overview
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# path: /lite/models/
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# - heading: Beginner
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# style: divider
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# - title: Image labeling
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# section:
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# - title: Overview
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# path: /lite/models/image/label/overview
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# - title: Android
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# path: /lite/models/image/label/android
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# - title: iOS
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# path: /lite/models/image/label/ios
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# - heading: Advanced
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# style: divider
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# - heading: Image
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# - title: Image classification
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# path: /lite/models/image/classification/
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# - heading: Audio
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# - title: Hot word detection
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# path: /lite/models/audio/hot_word/
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# - heading: Text
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# - title: Text classification
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# path: /lite/models/text/classification/
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- name: API
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skip_translation: true
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contents:
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125
tensorflow/lite/g3doc/models/_index.yaml
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tensorflow/lite/g3doc/models/_index.yaml
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project_path: /lite/_project.yaml
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book_path: /lite/_book.yaml
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description: <!--no description-->
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landing_page:
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body_class: tfo-hide-page-nav
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custom_css_path: /site-assets/css/style.css
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show_side_navs: true
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rows:
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# Hero
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- classname: >
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devsite-landing-row-50
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devsite-landing-row-large-headings
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devsite-landing-row-no-image-background
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foreground: theme
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items:
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- heading: Models marketplace
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description: >
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The TensorFlow Lite models marketplace, your neighborhood model shoppe.
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image_path: /resources/images/tflite-card-16x9.png
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# Features
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- background: grey
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items:
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- heading: Optimized for mobile
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description: >
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Machine learning can make your apps more engaging, personalized, and
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helpful, and provides solutions that are optimized to run on-device.
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- heading: Built with Google expertise
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description: >
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Models offer the technologies that have long powered Google's own
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experiences on mobile.
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- heading: Approachable and comprehensive
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description: >
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Use out-of-the-box solutions (base APIs) or custom models, running
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on-device or in the Cloud, depending on your specific needs.
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# Beginner models
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- classname: devsite-landing-row-100
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heading: "Build machine learning into your apps"
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items:
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- heading: >
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Image labeling
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description: >
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Identify objects, locations, activities, animal species, products, and
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more
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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- heading: >
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Text recognition (OCR)
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description: >
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Recognize and extract text from images
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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- heading: >
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Face detection
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description: >
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Detect faces and facial landmarks
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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- items:
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- heading: >
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Barcode scanning
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description: >
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Scan and process barcodes
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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- heading: >
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Landmark detection
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description: >
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Identify popular landmarks in an image
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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- heading: >
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Smart reply
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description: >
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Provide suggested text snippet that fits context
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icon:
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path: ../images/landing-page/assistant_logo.png
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path: /lite/image/labeling/
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# Custom models
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- classname: >
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devsite-landing-row-no-image-background
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devsite-landing-row-50
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devsite-landing-row-large-headings
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foreground: theme
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background: grey
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items:
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- heading: Custom models
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description: >
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<p>If models don’t cover your use cases, you can always
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bring your own existing TensorFlow Lite models. Just upload your model,
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and we’ll take care of hosting and serving it to your app.</p>
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<p>Models acts as an API layer to your custom model, making it easy to
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run and use. In addition to deploying your models, we are releasing an
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experimental model compression flow that aims to reduce model size (up
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to orders of magnitudes) while maintaining similar accuracy. Sign up at
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<a href="https://g.co/firebase/signup">g.co/firebase/signup</a></p>
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<p>And if you’re new to machine learning and want more information on
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custom models for mobile, you can <a
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href="//www.tensorflow.org/lite/">learn more about TensorFlow
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Lite.</a></p>
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image_path: /resources/images/tflite-card-16x9.png
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image_left: true
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- classname: devsite-landing-row-large-headings
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foreground: theme
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items:
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- heading: Just the beginning
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description: >
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Our ultimate goal is to reduce idea–to–implementation cycles and make AI
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an essential and intuitive part of a developer's toolkit. We will do so
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by continuing to add new Base APIs that leverage Google’s machine
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learning expertise. Base APIs will ultimately cover significantly more
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use cases in the vision, speech, and text fields. We will also continue
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to simplify use of custom models, adding tools to deploy, compress, and
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create them.
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tensorflow/lite/g3doc/models/image/label/android.md
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tensorflow/lite/g3doc/models/image/label/android.md
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# Android
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lorem
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tensorflow/lite/g3doc/models/image/label/ios.md
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tensorflow/lite/g3doc/models/image/label/ios.md
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# iOS
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lorem
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tensorflow/lite/g3doc/models/image/label/overview.md
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tensorflow/lite/g3doc/models/image/label/overview.md
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# Overview
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Image labeling gives you insight into the content of images. When you use the
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API, you get a list of the entities that were recognized: people, things,
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places, activities, and so on. Each label found comes with a score that
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indicates the confidence the ML model has in its relevance. With this
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information, you can perform tasks such as automatic metadata generation
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and content moderation.
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