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doc-exports/docs/modelarts/umn/CLASS.TXT.json
Artem Goncharov 3196b64bfc move doc sources to other location (#3) 
move doc sources to other location

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[
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
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"title":"Service Overview",
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{
"desc":"ModelArts is a one-stop development platform for AI developers. With data preprocessing, semi-automated data labeling, distributed training, automated model building, and",
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"title":"What Is ModelArts?",
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{
"desc":"AI engineers face challenges in the installation and configuration of various AI tools, data preparation, and model training. To address these challenges, the one-stop AI",
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"title":"Functions",
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"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
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"title":"Basic Knowledge",
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{
"desc":"Artificial intelligence (AI) is a technology capable of simulating human cognition through machines. The core capability of AI is to make a judgment or prediction based o",
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"title":"Introduction to the AI Development Lifecycle",
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{
"desc":"Machine learning is classified into supervised, unsupervised, and reinforcement learning.Supervised learning uses labeled samples to adjust the parameters of classifiers ",
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"title":"Basic Concepts of AI Development",
"uri":"modelarts_01_0011.html",
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{
"desc":"ExeML is the process of automating model design, parameter tuning, and model training, model compression, and model deployment with the labeled data. The process is code-",
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"title":"Common Concepts of ModelArts",
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{
"desc":"During AI development, massive volumes of data need to be processed, and data preparation and labeling usually take more than half of the development time. ModelArts data",
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{
"desc":"It is challenging to set up a development environment, select an AI algorithm framework and algorithm, debug code, install software, and accelerate hardware. To address t",
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"title":"DevEnviron",
"uri":"modelarts_01_0013.html",
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},
{
"desc":"In addition to data and algorithms, developers spend a lot of time configuring model training parameters. Model training parameters determine the model's precision and co",
"product_code":"modelarts",
"title":"Model Training",
"uri":"modelarts_01_0014.html",
"doc_type":"usermanual",
"p_code":"4",
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},
{
"desc":"Generally, AI model deployment and large-scale implementation are complex.ModelArts resolves this issue by deploying a trained model on different devices in various scena",
"product_code":"modelarts",
"title":"Model Deployment",
"uri":"modelarts_01_0015.html",
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"code":"11"
},
{
"desc":"To implement AI in various industries, AI model development must be simplified. Currently, only a few algorithm engineers and researchers are capable of AI development an",
"product_code":"modelarts",
"title":"ExeML",
"uri":"modelarts_01_0016.html",
"doc_type":"usermanual",
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},
{
"desc":"ModelArts uses Object Storage Service (OBS) to store data and model backups and snapshots. OBS provides secure, reliable, low-cost storage. For more details, see Object S",
"product_code":"modelarts",
"title":"Related Services",
"uri":"modelarts_01_0006.html",
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{
"desc":"If you need to assign different permissions to different employees in your enterprise to access ModelArts resources, IAM is a good choice for fine-grained permissions man",
"product_code":"modelarts",
"title":"Permissions Management",
"uri":"modelarts_01_0017.html",
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"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
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"title":"Preparations",
"uri":"modelarts_08_0000.html",
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{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Configuring Access Authorization (Global Configuration)",
"uri":"modelarts_08_0006.html",
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},
{
"desc":"When you use ExeML, data management, notebook instances, training jobs, models, and services, ModelArts may need to access dependent services such as OBS and Software Rep",
"product_code":"modelarts",
"title":"Overview",
"uri":"modelarts_08_0005.html",
"doc_type":"usermanual",
"p_code":"16",
"code":"17"
},
{
"desc":"An agency is used to delegate ModelArts the operation permissions for dependent services such as OBS and SWR. Before using ModelArts, you need to complete agency authoriz",
"product_code":"modelarts",
"title":"Configuring Agency Authorization (Recommended)",
"uri":"modelarts_08_0007.html",
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"p_code":"16",
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{
"desc":"To use an access key pair for authorization, you need to obtain the access key pair first and then add the access key pair on the ModelArts management console. If your ac",
"product_code":"modelarts",
"title":"Configuring Access Key Authorization",
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{
"desc":"ModelArts uses OBS to store data and model backups and snapshots, achieving secure, reliable, and low-cost storage. Therefore, before using ModelArts, create an OBS bucke",
"product_code":"modelarts",
"title":"Creating an OBS Bucket",
"uri":"modelarts_08_0003.html",
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{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"ExeML",
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{
"desc":"ModelArts ExeML is a customized code-free model development tool that helps users start AI application development from scratch with high flexibility. ExeML automates mod",
"product_code":"modelarts",
"title":"Introduction to ExeML",
"uri":"modelarts_21_0001.html",
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{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Image Classification",
"uri":"modelarts_21_0002.html",
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{
"desc":"Before using ModelArts ExeML to build a model, upload data to an OBS bucket.This operation uses the OBS console to upload data. For more information about how to create a",
"product_code":"modelarts",
"title":"Preparing Data",
"uri":"modelarts_21_0003.html",
"doc_type":"usermanual",
"p_code":"23",
"code":"24"
},
{
"desc":"ModelArts ExeML supports image classification and object detection projects. You can create any of them based on your needs. Perform the following operations to create an",
"product_code":"modelarts",
"title":"Creating a Project",
"uri":"modelarts_21_0004.html",
"doc_type":"usermanual",
"p_code":"23",
"code":"25"
},
{
"desc":"Model training requires a large number of labeled images. Therefore, before model training, add labels to the images that are not labeled. ModelArts allows you to add lab",
"product_code":"modelarts",
"title":"Labeling Data",
"uri":"modelarts_21_0005.html",
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"p_code":"23",
"code":"26"
},
{
"desc":"After labeling the images, you can train a model. You can perform model training to obtain the required image classification model. Training images must be classified int",
"product_code":"modelarts",
"title":"Training a Model",
"uri":"modelarts_21_0006.html",
"doc_type":"usermanual",
"p_code":"23",
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},
{
"desc":"You can deploy a model as a real-time service that provides a real-time test UI and monitoring capabilities. After model training is complete, you can deploy a version wi",
"product_code":"modelarts",
"title":"Deploying a Model as a Service",
"uri":"modelarts_21_0007.html",
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{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Object Detection",
"uri":"modelarts_21_0008.html",
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{
"desc":"Before using ModelArts ExeML to build a model, upload data to an OBS bucket.This operation uses the OBS console to upload data. For more information about how to create a",
"product_code":"modelarts",
"title":"Preparing Data",
"uri":"modelarts_21_0009.html",
"doc_type":"usermanual",
"p_code":"29",
"code":"30"
},
{
"desc":"ModelArts ExeML supports image classification and object detection projects. You can create any of them based on your needs. Perform the following operations to create an",
"product_code":"modelarts",
"title":"Creating a Project",
"uri":"modelarts_21_0010.html",
"doc_type":"usermanual",
"p_code":"29",
"code":"31"
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{
"desc":"Before data labeling, consider how to design labels. The labels must correspond to the distinct characteristics of the detected images and are easy to identify (the detec",
"product_code":"modelarts",
"title":"Labeling Data",
"uri":"modelarts_21_0011.html",
"doc_type":"usermanual",
"p_code":"29",
"code":"32"
},
{
"desc":"After labeling the images, perform auto training to obtain an appropriate model version.On the ExeML page, click the name of the project that is successfully created. The",
"product_code":"modelarts",
"title":"Training a Model",
"uri":"modelarts_21_0012.html",
"doc_type":"usermanual",
"p_code":"29",
"code":"33"
},
{
"desc":"You can deploy a model as a real-time service that provides a real-time test UI and monitoring capabilities. After model training is complete, you can deploy a version wi",
"product_code":"modelarts",
"title":"Deploying a Model as a Service",
"uri":"modelarts_21_0013.html",
"doc_type":"usermanual",
"p_code":"29",
"code":"34"
},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Tips",
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{
"desc":"When creating a project, select a training data path. This section describes how to quickly create an OBS bucket and folder when you select the training data path.On the ",
"product_code":"modelarts",
"title":"How Do I Quickly Create an OBS Bucket and a Folder When Creating a Project?",
"uri":"modelarts_21_0031.html",
"doc_type":"usermanual",
"p_code":"35",
"code":"36"
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{
"desc":"To add data for an existing project, perform the following operations. The operations described in this section apply only to object detection and image classification pr",
"product_code":"modelarts",
"title":"How Do I View the Added Data in an ExeML Project?",
"uri":"modelarts_21_0032.html",
"doc_type":"usermanual",
"p_code":"35",
"code":"37"
},
{
"desc":"Each round of training generates a training version in an ExeML project. If a training result is unsatisfactory (for example, if the precision is not good enough), you ca",
"product_code":"modelarts",
"title":"How Do I Perform Incremental Training in an ExeML Project?",
"uri":"modelarts_21_0033.html",
"doc_type":"usermanual",
"p_code":"35",
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{
"desc":"For an ExeML project, after the model training is complete, the generated model is automatically displayed on the Model Management > Models page. The model name is automa",
"product_code":"modelarts",
"title":"Where Are Models Generated by ExeML Stored? What Other Operations Are Supported?",
"uri":"modelarts_21_0034.html",
"doc_type":"usermanual",
"p_code":"35",
"code":"39"
},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Data Management",
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{
"desc":"In ModelArts, you can import and label data on the Data Management page to prepare for model building. ModelArts uses datasets as the basis for model development or train",
"product_code":"modelarts",
"title":"Introduction to Data Management",
"uri":"modelarts_23_0003.html",
"doc_type":"usermanual",
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{
"desc":"To manage data using ModelArts, create a dataset. Then you can perform operations on the dataset, such as labeling data, importing data, and publishing the dataset.Before",
"product_code":"modelarts",
"title":"Creating a Dataset",
"uri":"modelarts_23_0004.html",
"doc_type":"usermanual",
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},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Labeling Data",
"uri":"modelarts_23_0010.html",
"doc_type":"usermanual",
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},
{
"desc":"Model training uses a large number of labeled images. Therefore, before the model training, add labels to the images that are not labeled. You can add labels to images by",
"product_code":"modelarts",
"title":"Image Classification",
"uri":"modelarts_23_0011.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"44"
},
{
"desc":"Model training uses a large number of labeled images. Therefore, before the model training, add labels to the images that are not labeled. You can add labels to images by",
"product_code":"modelarts",
"title":"Object Detection",
"uri":"modelarts_23_0012.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"45"
},
{
"desc":"Training a model uses a large number of labeled images. Therefore, label images before the model training. You can label images on the ModelArts management console. Alter",
"product_code":"modelarts",
"title":"Image Segmentation",
"uri":"modelarts_23_0345.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"46"
},
{
"desc":"Model training requires a large amount of labeled data. Therefore, before the model training, add labels to the files that are not labeled. In addition, you can modify, d",
"product_code":"modelarts",
"title":"Text Classification",
"uri":"modelarts_23_0013.html",
"doc_type":"usermanual",
"p_code":"43",
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},
{
"desc":"Named entity recognition assigns labels to named entities in text, such as time and locations. Before labeling, you need to understand the following:A label name can cont",
"product_code":"modelarts",
"title":"Named Entity Recognition",
"uri":"modelarts_23_0014.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"48"
},
{
"desc":"Triplet labeling is suitable for scenarios where structured information, such as subjects, predicates, and objects, needs to be labeled in statements. With this function,",
"product_code":"modelarts",
"title":"Text Triplet",
"uri":"modelarts_23_0211.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"49"
},
{
"desc":"Model training requires a large amount of labeled data. Therefore, before the model training, label the unlabeled audio files. ModelArts enables you to label audio files ",
"product_code":"modelarts",
"title":"Sound Classification",
"uri":"modelarts_23_0015.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"50"
},
{
"desc":"Model training requires a large amount of labeled data. Therefore, before the model training, label the unlabeled audio files. ModelArts enables you to label audio files ",
"product_code":"modelarts",
"title":"Speech Labeling",
"uri":"modelarts_23_0016.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"51"
},
{
"desc":"Model training requires a large amount of labeled data. Therefore, before the model training, label the unlabeled audio files. ModelArts enables you to label audio files.",
"product_code":"modelarts",
"title":"Speech Paragraph Labeling",
"uri":"modelarts_23_0017.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"52"
},
{
"desc":"Model training requires a large amount of labeled video data. Therefore, before the model training, label the unlabeled video files. ModelArts enables you to label video ",
"product_code":"modelarts",
"title":"Video Labeling",
"uri":"modelarts_23_0282.html",
"doc_type":"usermanual",
"p_code":"43",
"code":"53"
},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Importing Data",
"uri":"modelarts_23_0005.html",
"doc_type":"usermanual",
"p_code":"40",
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},
{
"desc":"After a dataset is created, you can directly synchronize data from the dataset. Alternatively, you can import more data by importing the dataset. Data can be imported fro",
"product_code":"modelarts",
"title":"Import Operation",
"uri":"modelarts_23_0006.html",
"doc_type":"usermanual",
"p_code":"54",
"code":"55"
},
{
"desc":"When a dataset is imported, the data storage directory and file name must comply with the ModelArts specifications if the data to be used is stored in OBS.Only the follow",
"product_code":"modelarts",
"title":"Specifications for Importing Data from an OBS Directory",
"uri":"modelarts_23_0008.html",
"doc_type":"usermanual",
"p_code":"54",
"code":"56"
},
{
"desc":"The manifest file defines the mapping between labeling objects and content. The Manifest file import mode means that the manifest file is used for dataset import. The man",
"product_code":"modelarts",
"title":"Specifications for Importing the Manifest File",
"uri":"modelarts_23_0009.html",
"doc_type":"usermanual",
"p_code":"54",
"code":"57"
},
{
"desc":"A dataset includes labeled and unlabeled data. You can select images or filter data based on the filter criteria and export to a new dataset or the specified OBS director",
"product_code":"modelarts",
"title":"Exporting Data",
"uri":"modelarts_23_0214.html",
"doc_type":"usermanual",
"p_code":"40",
"code":"58"
},
{
"desc":"For a created dataset, you can modify its basic information to match service changes.You have created a dataset.Log in to the ModelArts management console. In the left na",
"product_code":"modelarts",
"title":"Modifying a Dataset",
"uri":"modelarts_23_0020.html",
"doc_type":"usermanual",
"p_code":"40",
"code":"59"
},
{
"desc":"ModelArts distinguishes data of the same source according to versions labeled at different time, which facilitates the selection of dataset versions during subsequent mod",
"product_code":"modelarts",
"title":"Publishing a Dataset",
"uri":"modelarts_23_0018.html",
"doc_type":"usermanual",
"p_code":"40",
"code":"60"
},
{
"desc":"If a dataset is no longer in use, you can delete it to release resources.After a dataset is deleted, if you need to delete the data in the dataset input and output paths ",
"product_code":"modelarts",
"title":"Deleting a Dataset",
"uri":"modelarts_23_0021.html",
"doc_type":"usermanual",
"p_code":"40",
"code":"61"
},
{
"desc":"After labeling data, you can publish the dataset to multiple versions for management. For the published versions, you can view the dataset version updates, set the curren",
"product_code":"modelarts",
"title":"Managing Dataset Versions",
"uri":"modelarts_23_0019.html",
"doc_type":"usermanual",
"p_code":"40",
"code":"62"
},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Team Labeling",
"uri":"modelarts_23_0180.html",
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},
{
"desc":"Generally, a small data labeling task can be completed by an individual. However, team work is required to label a large dataset. ModelArts provides the team labeling fun",
"product_code":"modelarts",
"title":"Introduction to Team Labeling",
"uri":"modelarts_23_0181.html",
"doc_type":"usermanual",
"p_code":"63",
"code":"64"
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{
"desc":"Team labeling is managed in a unit of teams. To enable team labeling for a dataset, a team must be specified. Multiple members can be added to a team.An account can have ",
"product_code":"modelarts",
"title":"Team Management",
"uri":"modelarts_23_0182.html",
"doc_type":"usermanual",
"p_code":"63",
"code":"65"
},
{
"desc":"There is no member in a new team. You need to add members who will participate in a team labeling task.A maximum of 100 members can be added to a team. If there are more ",
"product_code":"modelarts",
"title":"Member Management",
"uri":"modelarts_23_0183.html",
"doc_type":"usermanual",
"p_code":"63",
"code":"66"
},
{
"desc":"For datasets with team labeling enabled, you can create team labeling tasks and assign the labeling tasks to different teams so that team members can complete the labelin",
"product_code":"modelarts",
"title":"Managing Team Labeling Tasks",
"uri":"modelarts_23_0210.html",
"doc_type":"usermanual",
"p_code":"63",
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},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"DevEnviron (Notebook)",
"uri":"modelarts_23_0032.html",
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{
"desc":"ModelArts integrates the open-source Jupyter Notebook and JupyterLab to provide you with online interactive development and debugging environments. You can use the Notebo",
"product_code":"modelarts",
"title":"Introduction to Notebook",
"uri":"modelarts_23_0033.html",
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"p_code":"68",
"code":"69"
},
{
"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
"product_code":"modelarts",
"title":"Managing Notebook Instances",
"uri":"modelarts_23_0111.html",
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{
"desc":"Before developing a model, create a notebook instance, open it, and perform encoding.Only notebook instances in the Running state can be started.A maximum of 10 notebook ",
"product_code":"modelarts",
"title":"Creating a Notebook Instance",
"uri":"modelarts_23_0034.html",
"doc_type":"usermanual",
"p_code":"70",
"code":"71"
},
{
"desc":"You can open a created notebook instance (that is, an instance in the Running state) and start coding in the development environment.Go to the Jupyter Notebook page.In th",
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"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
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"desc":"HUAWEI CLOUD Help Center presents technical documents to help you quickly get started with HUAWEI CLOUD services. The technical documents include Service Overview, Price Details, Purchase Guide, User Guide, API Reference, Best Practices, FAQs, and Videos.",
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"desc":"After a model is prepared, you can deploy it as a batch service. The Service Deployment > Batch Services page lists all batch services. You can enter a service name in th",
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"desc":"ModelArts allows you to use custom images to create training jobs and import models. Before creating and uploading a custom image, understand the following information:So",
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"desc":"After creating and uploading a custom image to SWR, you can use the image to import a model and deploy the model as a service on the ModelArts management console.You have",
"product_code":"modelarts",
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"desc":"Because the configurations of models with the same functions are similar, ModelArts integrates the configurations of such models into a common template. By using this tem",
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