Natural language processing (NLP) is an AI-based technology which is used for creating apps related to speech recognition, natural-language understanding, and natural-language generation. Some of the applications related to NLP are content classification, sentiment analysis, syntactic analysis etc.
In this post, you will learn about how to get set up with a development environment for creating NLP based apps using Google Cloud NLP APIs.
The steps below would help you get setup with Eclipse IDE and Java-based development environment for developing apps using Google Cloud Natural Language API.
This would download the service account key in a JSON file. The service account key file looks like following:
{ "type": "service_account", "project_id": "nlp-sample-194807", "private_key_id": "6fcfbf135fd46c60256453621919d60ecea5564b", "private_key": "-----BEGIN PRIVATE KEY-----\nMIIEv...XXkhk=\n-----END PRIVATE KEY-----\n", "client_email": "demo-57@nlp-sample-345807.iam.gserviceaccount.com", "client_id": "118019199276547406057", "auth_uri": "https://accounts.google.com/o/oauth2/auth", "token_uri": "https://accounts.google.com/o/oauth2/token", "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/demo-57%40nlp-sample-346807.iam.gserviceaccount.com" }
<dependency> <groupId>com.google.cloud</groupId> <artifactId>google-cloud-language</artifactId> <version>1.14.0</version> </dependency>
package com.vflux.nlpdemo; import com.google.cloud.language.v1.ClassificationCategory; import com.google.cloud.language.v1.ClassifyTextRequest; import com.google.cloud.language.v1.ClassifyTextResponse; import com.google.cloud.language.v1.Document; import com.google.cloud.language.v1.Document.Type; import com.google.cloud.language.v1.LanguageServiceClient; public class App { public static void main(String... args) throws Exception { String text = "The two sides also signed agreements worth around USD 50 million that includes setting up of a USD 30 million super specialty hospital after Palestinian President Mahmoud Abbas received Prime Minister Modi in an official ceremony at the presidential compound, also known as Muqata'a, in Ramallah - the Palestinian seat of government. On his part, President Abbas acknowledged that the Indian leadership has always stood by peace in Palestine. Abbas said Palestine is always ready to engage in negotiations to achieve its goal of an independent state. He asked India to facilitate the peace process with Israel. We rely on India's role as an international voice of great standing and weigh through its historical role in the Non-Aligned Movement and in all international forum and its increasingly growing power on the strategic and economic levels, in a way that is conducive to just and desired peace in our region, said President Abbas. The two sides signed agreements worth USD 50 million. The agreement includes setting up of a super speciality hospital worth USD 30 million in Beit Sahur and construction of a centre for empowering women worth USD 5 million. Three agreements in the education sector worth USD 5 million and for procurement of equipment and machinery for the National Printing Press in Ramallah were also signed."; try (LanguageServiceClient language = LanguageServiceClient.create()) { // set content to the text string Document doc = Document.newBuilder() .setContent(text) .setType(Type.PLAIN_TEXT) .build(); ClassifyTextRequest request = ClassifyTextRequest.newBuilder() .setDocument(doc) .build(); // detect categories in the given text ClassifyTextResponse response = language.classifyText(request); for (ClassificationCategory category : response.getCategoriesList()) { System.out.printf("Category name : %s, Confidence : %.3f\n", category.getName(), category.getConfidence()); } } } }
Category name : /News, Confidence : 0.550 Category name : /Law & Government/Government, Confidence : 0.500
In this post, you learned about how to get set up with Google Cloud Natural Language API with Java.
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