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learn-pr/azure/aks-application-autoscaling-native/includes/1-introduction.md

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- Familiarity with Kubernetes concepts. If you're new to Kubernetes, start with the [basics of Kubernetes](https://azure.microsoft.com/topic/what-is-kubernetes/?azure-portal=true&WT.mc_id=deploycontainerapps_intro-learn-ludossan).
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- Familiarity with [Git](/contribute/git-github-fundamentals?WT.mc_id=deploycontainerapps_intro-learn-ludossan) and [GitHub](https://github.com).
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- An active Azure [subscription](https://azure.microsoft.com/free/services/kubernetes-service/?azure-portal=true&WT.mc_id=deploycontainerapps_intro-learn-ludossan).
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- An active Azure [subscription](https://azure.microsoft.com/products/kubernetes-service).
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- Ability to use the [Azure CLI](/azure/aks/kubernetes-walkthrough?WT.mc_id=deploycontainerapps_intro-learn-ludossan).
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- Ability to create a Docker container. If you're new to Docker, start with the [intro to containers](/training/modules/intro-to-containers/?WT.mc_id=deploycontainerapps_intro-learn-ludossan).
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learn-pr/azure/aks-manage-application-state/includes/1-introduction.md

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- Familiarity with Kubernetes concepts. If you're new to Kubernetes, review the [basics of Kubernetes](https://azure.microsoft.com/topic/what-is-kubernetes) before you begin.
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- Familiarity with [Git](/contribute/git-github-fundamentals) and [GitHub](https://github.com).
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- Familiarity with [Docker](https://docker.com) and Docker images.
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- An active Azure [subscription](https://azure.microsoft.com/free/services/kubernetes-service).
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- An active Azure [subscription](https://azure.microsoft.com/products/kubernetes-service).
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- The ability to use the [Azure CLI](/azure/aks/kubernetes-walkthrough).
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- The ability to create a Docker container. If you're new to Docker, review the [introduction to containers](/training/modules/intro-to-containers/) before you begin.
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learn-pr/azure/aks-secrets-configure-app/includes/1-introduction.md

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- Familiarity with Kubernetes concepts. If you're new to Kubernetes, review the [Kubernetes basics](https://azure.microsoft.com/topic/what-is-kubernetes).
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- Familiarity with [Git](/contribute/git-github-fundamentals) and [GitHub](https://github.com).
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- Familiarity with [Docker](https://docker.com) and Docker images.
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- An active Azure [subscription](https://azure.microsoft.com/free/services/kubernetes-service).
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- An active Azure [subscription](https://azure.microsoft.com/products/kubernetes-service).
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- The ability to use the [Azure CLI](/azure/aks/kubernetes-walkthrough).
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- The ability to create a Docker container. If you're new to Docker, start with the [Introduction to containers](/training/modules/intro-to-containers/).
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learn-pr/azure/build-3d-scene-mixed-reality-unity/includes/8-summary.md

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* [Use the Start menu and mixed-reality home](/hololens/holographic-home#close-apps)
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* [MRTK Input Simulation Service](/windows/mixed-reality/mrtk-unity/features/input-simulation/input-simulation-service)
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* [Getting around HoloLens 2](/hololens/hololens2-basic-usage)
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* [Unity's Interface documentation](https://docs.unity3d.com/Manual/UsingTheEditor.html)
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* [Unity's Interface documentation](https://docs.unity3d.com/2023.2/Documentation/Manual/UsingTheEditor.html)

learn-pr/azure/intro-to-docker-containers/includes/3-how-docker-images-work.md

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ubuntu 18.04 a2a15febcdf3 5 weeks ago 64.2MB
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```
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Notice how the image is listed with its _Name_, _Tag_, and an _Image ID_. Recall that we can apply multiple labels to an image. The preceding output shows an example; even though the image names are different, we can see the IDs are the same.
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Notice how the image is listed with its _Repository_, _Tag_, and an _Image ID_. Recall that we can apply multiple labels to an image. The preceding output shows an example; even though the image names are different, we can see the IDs are the same.
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The image ID is a useful way to identify and manage images where the name or tag of an image might be ambiguous.
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.introduction
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title: Introduction
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metadata:
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title: Introduction
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description: Introduction to data for machine learning module.
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ms.date: 10/10/2024
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.reviewer: franksolomon
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ms.topic: unit
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durationInMinutes: 2
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content: |
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[!include[](includes/1-introduction.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.introduction
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title: Introduction
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metadata:
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title: Introduction
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description: Introduction to data for machine learning module.
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ms.date: 05/21/2025
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.reviewer: franksolomon
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ms.topic: unit
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durationInMinutes: 2
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content: |
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[!include[](includes/1-introduction.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.detect-correct-data
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title: Good, bad, and missing data
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metadata:
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title: Good, bad, and missing data
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description: Conceptual unit introducing types of data in machine learning
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ms.date: 10/10/2024
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.reviewer: franksolomon
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ms.topic: unit
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durationInMinutes: 3
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content: |
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[!include[](includes/2-detect-correct-data.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.detect-correct-data
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title: Good, bad, and missing data
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metadata:
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title: Good, bad, and missing data
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description: Conceptual unit introducing types of data in machine learning
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ms.date: 05/21/2025
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.reviewer: franksolomon
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ms.topic: unit
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durationInMinutes: 3
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content: |
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[!include[](includes/2-detect-correct-data.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.exercise-detect-visualize-missing-data
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title: Exercise - Visualize missing data
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metadata:
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title: Exercise - Visualize missing data
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description: Learn how to detect and visualize missing data.
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ms.date: 10/10/2024
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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durationInMinutes: 8
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sandbox: true
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notebook: notebooks/3-3-exercise-detect-visualize-missing-data.ipynb
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.exercise-detect-visualize-missing-data
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title: Exercise - Visualize missing data
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metadata:
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title: Exercise - Visualize missing data
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description: Learn how to detect and visualize missing data.
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ms.date: 05/21/2025
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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durationInMinutes: 8
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sandbox: true
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notebook: notebooks/3-3-exercise-detect-visualize-missing-data.ipynb
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.examine-data-types
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title: Examine different types of data
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metadata:
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title: Examine different types of data
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description: Conceptual unit about examining different types of data in machine learning
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ms.date: 10/10/2024
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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ms.reviewer: franksolomon
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durationInMinutes: 4
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content: |
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[!include[](includes/4-examine-data-types.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.examine-data-types
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title: Examine different types of data
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metadata:
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title: Examine different types of data
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description: Conceptual unit about examining different types of data in machine learning
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ms.date: 05/21/2025
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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ms.reviewer: franksolomon
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durationInMinutes: 4
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content: |
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[!include[](includes/4-examine-data-types.md)]
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.exercise-normalize-data-predict-missing-values
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title: Exercise - Work with data to predict missing values
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metadata:
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title: Exercise - Work with data to predict missing values
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description: Exercise unit about predicting missing values in machine learning
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ms.date: 10/10/2024
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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ms.reviewer: franksolomon
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durationInMinutes: 8
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sandbox: true
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notebook: notebooks/3-5-exercise-normalize-data-predict-missing-values.ipynb
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### YamlMime:ModuleUnit
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uid: learn.machinelearning.introduction-to-data-for-machine-learning.exercise-normalize-data-predict-missing-values
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title: Exercise - Work with data to predict missing values
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metadata:
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title: Exercise - Work with data to predict missing values
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description: Exercise unit about predicting missing values in machine learning
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ms.date: 05/21/2025
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author: fbsolo-ms1
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ms.author: franksolomon
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ms.topic: unit
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ms.reviewer: franksolomon
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durationInMinutes: 8
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sandbox: true
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notebook: notebooks/3-5-exercise-normalize-data-predict-missing-values.ipynb
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