Certainly! Here's the HTML structure with the text "Example:" translated to simplified Chinese: ```html

示例：

Translate to Simplified Chinese

数据准备 — 准备一个包含文本数据和标签的CSV文件。 — 将CSV文件上传到Azure Blob Storage容器。

` tags for proper paragraph formatting. Make sure to save this code in a `.html` file and view it in a browser that supports UTF-8 encoding to display Chinese characters correctly.

from azure.storage.blob import BlobServiceClient

connect_str = "your_connection_string"
blob_service_client = BlobServiceClient.from_connection_string(connect_str)

# Create a container
container_client = blob_service_client.create_container("text-classification-data")

# Upload CSV file
blob_client = container_client.get_blob_client("data.csv")
with open("path/to/data.csv", "rb") as data:
    blob_client.upload_blob(data)

Sure, the simplified Chinese translation of "Create and Import Dataset" while keeping the HTML structure intact would be: ```html 创建并导入数据集 ```

from azureml.core import Workspace, Dataset

# Connect to the workspace
ws = Workspace.from_config()

# Register the dataset
datastore = ws.get_default_datastore()
dataset = Dataset.Tabular.from_delimited_files(path=(datastore, 'text-classification-data/data.csv'))
dataset = dataset.register(workspace=ws, name='text_classification_data')

To translate "3. Training the Model" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 3. 训练模型 ``` This HTML snippet will display "3. 训练模型" in simplified Chinese on a web page, while also indicating the language of the text for proper handling by browsers and search engines.

from azureml.train.automl import AutoMLConfig
from azureml.core.experiment import Experiment

# Define the AutoML configuration
automl_config = AutoMLConfig(
    task='classification',
    primary_metric='accuracy',
    training_data=dataset,
    label_column_name='label',
    compute_target='your_compute_cluster',
    iterations=10
)

# Create and run the experiment
experiment = Experiment(ws, "text_classification_experiment")
run = experiment.submit(automl_config, show_output=True)

Sure, here is the translation in simplified Chinese while maintaining HTML structure: ```html

4. 部署模型

from azureml.core import Model
from azureml.core.webservice import AciWebservice, Webservice

# Register the model
model = Model.register(workspace=ws, model_path="outputs/model.pkl", model_name="text_classification_model")

# Define the deployment configuration
aci_config = AciWebservice.deploy_configuration(cpu_cores=1, memory_gb=1)

# Deploy the model
service = Model.deploy(workspace=ws, name="text-classification-service", models=[model], inference_config=inference_config, deployment_config=aci_config)
service.wait_for_deployment(show_output=True)

print(service.scoring_uri)

在HTML结构中保持不变，将英文文本 "5. Making Predictions" 翻译为简体中文："5. 进行预测"

import requests

url = "http://text-classification-service.azurewebsites.net/score"
data = {"text": "Your text data for classification."}

response = requests.post(url, json=data)
print(response.json())

To translate the provided English text "Example 3: Predictive Analytics with Azure Synapse Analytics Objective: Build and deploy a predictive model using Azure Synapse Analytics" into simplified Chinese and keep the HTML structure intact, you can use the following: ```html 示例 3：使用Azure Synapse Analytics进行预测分析 目标：使用Azure Synapse Analytics构建和部署预测模型。 ``` In this HTML snippet: - `` indicates that the enclosed text is in simplified Chinese. - The text inside the `` tags is the translation of the original English text. This approach maintains the structure of the HTML while providing the translated content in Chinese.

Sure, here's the text translated to simplified Chinese while keeping the HTML structure: ```html 1. 数据准备 — 将您的数据集存储在 Synapse 表中。 ```

from azure.synapse.spark import SynapseSpark

spark = SynapseSpark.builder.appName("PredictiveAnalytics").getOrCreate()

# Load data
df = spark.read.csv("path/to/data.csv", header=True, inferSchema=True)

# Save data to Synapse table
df.write.synapsesql("your_synapse_table", mode="overwrite")

Sure, the simplified Chinese translation of "2. Training the Model" while keeping the HTML structure intact would be: ```html 2. 训练模型 ```

from azureml.core import Workspace, Dataset, Experiment
from azureml.train.automl import AutoMLConfig

# Connect to the workspace
ws = Workspace.from_config()

# Register the dataset
datastore = ws.get_default_datastore()
dataset = Dataset.Tabular.from_delimited_files(path=(datastore, 'path/to/data.csv'))
dataset = dataset.register(workspace=ws, name='predictive_analytics_data')

# Define the AutoML configuration
automl_config = AutoMLConfig(
    task='regression',
    primary_metric='r2_score',
    training_data=dataset,
    label_column_name='target',
    compute_target='your_compute_cluster',
    iterations=10
)

# Create and run the experiment
experiment = Experiment(ws, "predictive_analytics_experiment")
run = experiment.submit(automl_config, show_output=True)

在HTML结构中保持不变，将英文文本 "3. Deploying the Model" 翻译成简体中文为 "3. 部署模型"。

from azureml.core import Model
from azureml.core.webservice import AciWebservice, Webservice

# Register the model
model = Model.register(workspace=ws, model_path="outputs/model.pkl", model_name="predictive_analytics_model")

# Define the deployment configuration
aci_config = AciWebservice.deploy_configuration(cpu_cores=1, memory_gb=1)

# Deploy the model
service = Model.deploy(workspace=ws, name="predictive-analytics-service", models=[model], inference_config=inference_config, deployment_config=aci_config)
service.wait_for_deployment(show_output=True)

print(service.scoring_uri)

To translate "4. Making Predictions" into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html

4. 预测

`) and translates "Making Predictions" into "预测" in simplified Chinese.

import requests

url = "http://predictive-analytics-service.azurewebsites.net/score"
data = {"features": [0.1, 0.5, 0.3, 0.4, 0.2]}

response = requests.post(url, json=data)
print(response.json())

Sure, here is the translation of "Templates for AI Tasks1. Data Loading Template" into simplified Chinese while keeping the HTML structure: ```html

AI任务模板1. 数据加载模板

def load_data_from_blob_storage(container_name, file_path, connection_string):
    from azure.storage.blob import BlobServiceClient
    import pandas as pd

    blob_service_client = BlobServiceClient.from_connection_string(connection_string)
    blob_client = blob_service_client.get_blob_client(container=container_name, blob=file_path)
    download_stream = blob_client.download_blob()
    data = download_stream.readall()

    df = pd.read_csv(pd.compat.StringIO(data.decode('utf-8')))
    return df

data = load_data_from_blob_storage('your-container', 'path/to/data.csv', 'your-connection-string')
print(data.head())

Sure, here is the translation of "Model Training Template" into simplified Chinese while keeping the HTML structure: ```html

模型训练模板

from azureml.core import Workspace, Experiment
from azureml.train.automl import AutoMLConfig

def train_model(workspace_config, dataset_name, experiment_name, compute_cluster, task, label_column, iterations=10):
    ws = Workspace.from_config(workspace_config)
    dataset = ws.datasets[dataset_name]

    automl_config = AutoMLConfig(
        task=task,
        primary_metric='accuracy',
        training_data=dataset,
        label_column_name=label_column,
        compute_target=compute_cluster,
        iterations=iterations
    )

    experiment = Experiment(ws, experiment_name)
    run = experiment.submit(automl_config, show_output=True)
    return run

run = train_model('config.json', 'dataset_name', 'experiment_name', 'compute_cluster', 'classification', 'label', 10)

Sure, the translation of "Model Deployment Template" into simplified Chinese while keeping the HTML structure intact would look like this: ```html 3. 模型部署模板 ``` In this example: - `` specifies that the following text is in simplified Chinese. - `模型部署模板` is the translation of "Model Deployment Template".

from azureml.core import Workspace, Model
from azureml.core.webservice import AciWebservice, Webservice

def deploy_model(workspace_config, model_path, model_name, service_name, cpu_cores=1, memory_gb=1):
    ws = Workspace.from_config(workspace_config)

    model = Model.register(workspace=ws, model_path=model_path, model_name=model_name)
    aci_config = AciWebservice.deploy_configuration(cpu_cores=cpu_cores, memory_gb=memory_gb)
    service = Model.deploy(workspace=ws, name=service_name, models=[model], inference_config=inference_config, deployment_config=aci_config)
    service.wait_for_deployment(show_output=True)
    return service.scoring_uri

scoring_uri = deploy_model('config.json', 'path/to/model.pkl', 'model_name', 'service_name', 1, 1)
print(scoring_uri)

To translate "4. Prediction Template" into simplified Chinese while keeping HTML structure, you would use the following: ```html 4. 预测模板 ``` This HTML snippet ensures that the text "4. Prediction Template" is displayed in simplified Chinese on the webpage, while also specifying the language for proper rendering and accessibility.

import requests

def make_prediction(service_url, input_data):
    response = requests.post(service_url, json=input_data)
    return response.json()

prediction = make_prediction('http://your-service.azurewebsites.net/score', {"data": "your_input_data"})
print(prediction)

To translate "Summary" into simplified Chinese while keeping the HTML structure, you would write: ```html

总结

``` In this HTML snippet: - `

` is the HTML tag for defining a summary in a details element. - `总结` is the simplified Chinese translation for "Summary".

Sure, here is the translation of the text into simplified Chinese, while keeping the HTML structure: ```html

这些编码示例和模板为在Azure上进行各种AI任务提供了实用的起点。通过利用这些模板，您可以快速构建、部署和管理用于图像分类、文本分类和预测分析的AI模型。

To translate "Troubleshooting and Support" into simplified Chinese while keeping the HTML structure, you can use the following: ```html

故障排除与支持

Sure, the translation of "Overview" into simplified Chinese while keeping the HTML structure would be: ```html 概览 ```

```html

在本最后一章中，我们将介绍在开发 Microsoft Azure 上的 AI 解决方案时可能遇到的常见问题的故障排除技术。此外，我们还将提供关于如何有效使用 Azure 支持资源来解决问题并获取帮助的指导。

在保留HTML结构的前提下，将以下英文文本翻译成简体中文： 常见问题与解决方案1. 认证和权限问题 — 症状：访问 Azure 服务时收到“权限被拒绝”或“未经授权”的错误。 — 解决方案： — 确保您的服务主体或用户帐户具有必要的 IAM 角色和权限。 — 验证 `AZURE_SUBSCRIPTION_ID`、`AZURE_CLIENT_ID`、`AZURE_CLIENT_SECRET` 和 `AZURE_TENANT_ID` 环境变量是否设置正确。

Sure, please provide the English text you’d like to be translated to Simplified Chinese, and I’ll keep the HTML structure intact for you.

az ad sp create-for-rbac --name "myServicePrincipal" --role contributor \
    --scopes /subscriptions/{subscription-id}/resourceGroups/{resource-group} \
    --sdk-auth

To translate the given English text to simplified Chinese while keeping the HTML structure, you can use the following: ```html 2. 配额超限错误 — 症状：收到指示您已超过资源配额的错误。 — 解决方案： — 在 Azure 门户的“配额”部分检查当前配额使用情况。 — 如有必要，请申请增加配额： ``` This HTML structure maintains the original format and ensures that the translated text appears as intended, preserving the list and formatting cues.

To translate "Example:" to simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 例子： ``` This HTML code snippet includes the text "例子：" (which means "Example:" in simplified Chinese) wrapped in a `` element with the `lang="zh-CN"` attribute to specify the language as simplified Chinese.

az vm list-usage --location eastus --output table
az support ticket create --problem-class "Quota" --problem-sub-class "Compute" --quota-request "Standard_DS3_v2"

Sure, here's the HTML structure with the translated text in simplified Chinese: ```html

3. 模型训练问题 — 症状: 模型训练作业失败或完成时间过长。 — 解决方案: — 在 Azure 机器学习门户中检查训练作业的日志，以找出失败的原因。 — 确保您的训练数据格式正确，且没有丢失或损坏的文件。 — 使用分布式训练和适当的机器类型加快训练过程。

To translate the text "Example:" into simplified Chinese while keeping the HTML structure, you would write: ```html 示例： ``` This HTML snippet ensures that the text "示例：" (which means "Example:") is displayed in simplified Chinese, maintaining the integrity of the HTML structure.

from azureml.core import ScriptRunConfig
from azureml.core.runconfig import MpiConfiguration

distributed_job = ScriptRunConfig(
    source_directory='.',
    script='train.py',
    compute_target='gpu-cluster',
    distributed_job_config=MpiConfiguration(node_count=4)
)

run = experiment.submit(distributed_job)
run.wait_for_completion(show_output=True)

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure: ```html 4. 部署问题 — 症状: 模型部署失败或端点未按预期响应。 — 解决方案: — 确保模型文件正确上传并可访问。 — 检查部署日志中是否有任何错误。 — 确保端点配置符合您模型的要求。 ``` This HTML snippet maintains the structure while providing the translation of the text into simplified Chinese.

Sure, here is the translation of "Example:" into simplified Chinese: 示例：

from azureml.core import Webservice

service = Webservice(workspace=ws, name="my-service")
logs = service.get_logs()
print(logs)

Sure, here's the translation of the text you provided into simplified Chinese while maintaining HTML structure: ```html 5. Prediction Issues — Symptom: Predictions are inaccurate or inconsistent. — Solution: — Ensure that the input data format matches the expected format for your model. — Preprocess input data consistently with the preprocessing steps used during model training. — Use Azure Machine Learning’s model monitoring tools to track model performance and detect anomalies. ``` Translated into simplified Chinese: ```html 5. 预测问题 — 症状：预测不准确或不一致。 — 解决方案： — 确保输入数据格式与模型期望的格式匹配。 — 在预处理输入数据时要保持与模型训练期间使用的预处理步骤一致。 — 使用 Azure 机器学习的模型监控工具跟踪模型性能并检测异常。 ``` This HTML structure preserves the original formatting while providing the translated text in simplified Chinese.

Sure, here is the simplified Chinese translation of "Example:" while keeping the HTML structure: ```html 示例： ``` This HTML code includes the translation "示例：" in simplified Chinese, wrapped in a `` tag with the `lang` attribute specifying Chinese.

from azureml.monitoring import ModelDataCollector

data_collector = ModelDataCollector(model_name, inputs="input_data", outputs="predictions")

def run(data):
    data_collector.capture(inputs=data, outputs=predictions)
    return predictions

To translate "Leveraging Azure Support Resources1. Documentation and Tutorials — Microsoft Azure Documentation: Comprehensive guides and reference materials for all Azure services. — Microsoft Azure Documentation — Microsoft Learn: Interactive tutorials and learning paths for Azure. — Microsoft Learn" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 利用Azure支持资源1。文档和教程 — 微软Azure文档：所有Azure服务的详细指南和参考资料。 — 微软Azure文档 — 微软学习：Azure的互动教程和学习路径。 — 微软学习 ``` This HTML structure preserves the original format while displaying the translated text in simplified Chinese.

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 2. 社区论坛和 Stack Overflow — Microsoft Q&A: 一个论坛，您可以在此向其他 Azure 用户提问并分享知识。 — Microsoft Q&A — Stack Overflow: 使用 `azure` 标签查找常见问题和解决方案。 — Azure on Stack Overflow ``` This HTML snippet maintains the original structure while presenting the content in simplified Chinese.

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 3. 支持计划

• 基础支持：免费支持账单和订阅管理。
• 开发者支持：付费支持计划，提供工作时间内的技术支持和指导。
• 标准支持：全天候技术支持，响应时间更快。
• 专业直接支持：最高级别的支持，配有专属客户经理和全面的服务。

Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html 比较支持计划并选择最适合您需求的：— Azure 支持计划 ``` This translation maintains the original structure and content while converting the text into simplified Chinese characters.

To translate "Contacting Support — Opening a Support Ticket: Use the Azure Portal to open a support case for technical issues or billing inquiries. — Azure Portal Support" into simplified Chinese while keeping the HTML structure, you can use the following format: ```html 4. 联系支持 — 开启支持工单：使用 Azure 门户为技术问题或账单查询开启支持案例。 — Azure 门户支持 ``` This HTML code maintains the structure while providing the translated text in simplified Chinese.

Sure, here's the translation of "Phone and Email Support: Available for Developer, Standard, and Professional Direct support plan customers." into simplified Chinese while maintaining HTML structure: ```html

电话和电子邮件支持：提供给开发者、标准和专业直接支持计划的客户。

To translate the given English text to simplified Chinese while keeping the HTML structure, you can use the following: ```html 5. 培训和认证 — Microsoft Learn: 免费、互动的学习路径和模块，帮助您提升在Azure上的专业能力。 — Microsoft Learn — Microsoft Certification: 认证考试，验证您在Azure上的专业知识和技能。 — Microsoft Certification ``` This HTML structure ensures that the translation is clearly embedded within the intended context and format.

Sure, here is "Summary" translated into simplified Chinese while keeping the HTML structure: ```html

总结

```

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 通过遵循这些故障排除提示并利用Azure的支持资源，您可以有效解决问题，确保您的AI解决方案顺利运行。访问适当的支持和培训资源还将帮助您及时了解Azure上AI开发的最佳实践和进展。 ```

Certainly! Here is "Conclusion" translated into simplified Chinese while keeping the HTML structure: ```html 结论 ```

这份全面的指南涵盖了在Microsoft Azure上构建AI解决方案的关键方面，包括设置环境、利用各种AI服务、开发定制插件、实际应用案例、编码示例、最佳实践和故障排除。遵循这些指南，您可以利用Azure强大的工具和服务来构建创新、高效和可扩展的AI解决方案。

在保持HTML结构的情况下，将以下英文文本翻译成简体中文： 如果您有任何具体问题或需要进一步的帮助，请随时联系Azure支持或查阅提供的额外资源。

To translate "Thank you for following along, and best of luck with your AI projects on Azure!" into simplified Chinese while keeping HTML structure, you can use the following: ```html 感谢您的关注，并祝您在Azure上的AI项目顺利！ ``` In this HTML snippet, `` tags are used to wrap the translated text. The translated text itself is: 感谢您的关注，并祝您在Azure上的AI项目顺利！ This translation maintains the structure and ensures proper display within an HTML context.