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by Riya Mary Roy, Raghavendra Deshpande | Published November 27, 2018
Artificial intelligenceData scienceDeep learningMachine learningNatural language processingBangalore
In this code pattern, we’ll build an app that classifies various consumer complaint support tickets. We’ll use the IBM Watson Natural Language Classifier service to train a model that uses a consumer complaint data set. Note that this data is free to use for non-commercial use. Otherwise, explicit permission must be obtained. The custom Natural Language Classifier model can be built quickly and easily in the web UI, deployed into a Node.js app by using the Watson Developer Cloud Node.js SDK, and then run from a browser.
Each week, consumer finance protection bureaus receive thousands of consumer complaints about financial products and services that are then sent to various companies for a response. With the large number of complaints being sent to the companies, it is difficult and impractical for the companies to go through each complaint manually and then categorize the complaint into the appropriate categories. The response time from the right team would take an estimated 15 days to get to the proper resolution. This manual approach is an inefficient way of routing the complaints.
With support ticket knowledge and examples, you can use AI tools to help you determine the nature of the support ticket content. IBM Watson Natural Language Classifier is a perfect fit to help you. By providing the training data, you give the Natural Language Classifier service all of the information that is needed to determine which support ticket belongs to which category. The convenient uploading of complaints in a CSV format in the GUI makes creating the model simple. Then, you can use Watson Developer Cloud SDKs to integrate the service into your application.
This categorization of the data helps to identify trends and problems in the marketplace to help companies do a better job of supervising companies, enforcing federal consumer financial laws, and writing rules and regulations.
After you have completed this code pattern, you’ll understand how to:
Find the detailed steps for this pattern in the readme file. The steps will show you how to:
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Artificial intelligenceData science+
Watson Natural Language Classifier is part of the IBM Watson cognitive services platform on IBM Cloud. In this article, you'll…
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