Cloud Lessons | ModelArts Pro Natural Language Processing Suite: Efficiently build industry high-precision text processing models

Abstract: ModelArts Pro provides a natural language processing suite, providing customers with custom tools for natural language processing, aiming to help customers efficiently build high-precision text processing models in the industry, which can be used in government, finance, law and other industries .

This article is shared from Huawei Cloud Community " [Cloud Small Lesson] EI Lesson 20 ModelArts Pro Natural Language Processing Suite Efficiently Constructing Industry Text Processing Model ", the original author: Hi,EI.

ModelArts Pro is a professional development kit enterprise-level AI application Based on Huawei Cloud's advanced algorithms and fast training capabilities, it provides preset workflows and models to improve the development efficiency of enterprise AI applications and reduce the difficulty of development.

ModelArts Pro provides the natural language processing suite , which provides customers with custom tools for natural language processing, aiming to help customers efficiently build high-precision text processing models in the industry, which can be applied to government, finance, law and other industries.

What are you waiting for? Come and have a look with me~

Pre-built workflow

• General text classification workflow

Support independent uploading of text data, build high-precision text classification and prediction models, adapt to business data in different industry scenarios, and quickly obtain customized services. This workflow only supports text classification for Chinese, and supports single-label classification and multi-label classification.

• Multilingual text classification workflow

Supports self-uploading of multilingual text data and builds a high-precision text classification prediction model. This workflow supports text classification in English, French, German, Spanish, Portuguese, Arabic, etc., and supports single-label classification and multi-label classification.

• General entity extraction workflow

Support independent upload of text data, build high-precision entity extraction models, adapt to business data in different industry scenarios, and quickly obtain customized services.

Featured advantages

• Applicable to multiple scenarios such as intelligent question and answer, public opinion analysis, and content recommendation.
• Provides a pre-training model for multiple scene areas, supports the extraction of entities in the text, and has high classification accuracy.
• Provides complete text processing capabilities, supports multiple data format content, and adapts to business data in different scenarios.
• The model can be continuously optimized based on feedback during use.

Get started quickly with the natural language processing suite

Step 1: Activate the package

At present, the ModelArts Pro natural language processing suite is in the public beta stage. The first use of the natural language processing suite requires the open beta permission.

Log in to the ModelArts Pro console, select the industry kit card and click "Apply for Public Test", fill in the required information according to the interface prompts on the application for public test page.

After the application for public beta is completed, click "Go to My Public Beta" to enter the "My Public Beta" page. When the "Approval Status" is displayed as "Approved", it means that you have obtained the public beta permission for the industry suite.

Step 2: Entrust authorization

When you use ModelArts Pro, ModelArts Pro needs to be authorized to access the cloud resources of the ModelArts service. If there is no authorization, the related functions will not be able to be used normally.

If you have not obtained ModelArts delegation authorization and access key (AK/SK) authorization, when you enter the industry suite of the ModelArts Pro console, the "Access Authorization" dialog box will pop up.

Fill in the authorization information in the pop-up "Access Authorization" dialog box, and then click "Agree to Authorize" to complete the access authorization configuration.

• "User name" is the user name that currently needs to be authorized, and keep the default value.
• Select "modelarts_agency" for "Delegation".
• Check "I have read and agree to the "ModelArts Service Statement"".
  

Step 3: Create an application

According to your industry and application scenarios, select the matching workflow to create your application.

1. On the ModelArts Pro console interface, click "Enter Suite" on the "Natural Language Processing Suite" card.

Enter the text recognition kit console.

2. Select "Application Development> Workbench" in the left navigation bar.

Enter the "My Apps" tab by default.

3. On the "My Application" tab, click "New Application".

Go to the "New Application" page.

You can also click "My Workflow" to switch to the "My Workflow" tab, select the workflow and click "New Application" in the card.

4. Fill in the "application name", "application leader" and "application description" according to the business requirements, and select the "industry" and workflow.

5. After confirming the information, click "OK".

Successfully create a new application.

Step 4: Develop and launch the application

Complete the workflow according to the process guidelines and release the application online.

• General text classification workflow:
  
• Multilingual text classification workflow:
  
• General entity extraction workflow
  

Step 5: Iterative optimization

Maintain applications and continuously optimize iterations.

Internet/e-commerce + ModelArts Pro

On the Internet e-commerce platform, a large number of product reviews are generated every day. If the negative feedback in customer reviews is not discovered in time, it will easily lead to an increase in the complaint rate and unsalable products.

ModelArts Pro has a built-in text classification workflow sentiment analysis service, which can be deployed and launched in as little as one hour.

Click below "Learn more" , ModelArts Pro service is waiting for you!

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