AWS Comprehend, Translate and Transcribe

At the re:invent2017 AWS presented a lot of new services (read all the announcements here: re:Invent 2017 Product Announcements). In this post we are going to see three new services related to the language processing.

  • Amazon Comprehend
  • Amazon Translate
  • Amazon Transcribe

These new services are listed within the Machine Learning section.

Amazon Comprehend

Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to find insights and relationships in text. Amazon Comprehend identifies the language of the text; extracts key phrases, places, people, brands, or events; understands how positive or negative the text is; and automatically organizes a collection of text files by topic.

You can use the Amazon Comprehend APIs to analyze text and use the results in a wide range of applications including voice of customer analysis, intelligent document search, and content personalization for web applications.

The service constantly learns and improves from a variety of information sources, including Amazon.com product descriptions and consumer reviews – one of the largest natural language data sets in the world – to keep pace with the evolution of language.

You can read more about it here: AWS Comprehend and here Amazon Comprehend – Continuously Trained Natural Language Processing.
Watch the video from the AWS re:Invent Launchpad: Amazon Comprehend.

This service is available, here you can find few examples (using Boto3 Python AWS SDK).

Instantiate a new client.

Detect the dominant language in your text.

Detect the entities in your text.

Detect the key phrases in your text.

Get the sentiment in your text.

Amazon Translate

Amazon Translate is a neural machine translation service that delivers fast, high-quality, and affordable language translation. Neural machine translation is a form of language translation automation that uses machine learning and deep learning models to deliver more accurate and more natural sounding translation than traditional statistical and rule-based translation algorithms. Amazon Translate allows you to easily translate large volumes of text efficiently, and to localize websites and applications for international users.

The service is still in preview, watch the launch video here: AWS re:Invent 2017: Introducing Amazon Translate

You can read more about it here: Introducing Amazon Translate – Real-time Language Translation.

Amazon Transcribe

Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for developers to add speech to text capability to their applications. Using the Amazon Transcribe API, you can analyze audio files stored in Amazon S3 and have the service return a text file of the transcribed speech.

Amazon Transcribe can be used for lots of common applications, including the transcription of customer service calls and generating subtitles on audio and video content. The service can transcribe audio files stored in common formats, like WAV and MP3, with time stamps for every word so you can easily locate the audio in the original source by searching for the text. Amazon Transcribe is continually learning and improving to keep pace with the evolution of language.

The service is still in preview, watch the launch video here: AWS re:Invent 2017: Introducing Amazon Transcribe
You can read more about it here: Amazon Transcribe – Accurate Speech To Text At Scale.

This is an example of how to use this service (code written by @jrhunt and taken from here).
Note that the API for Transcribe (while in preview) is subject to change (this code may not be the final version of the API):

Output of the speech recognition:

I am looking forward to use these new services, they are easy to use, they easily integrate with the AWS world and they can add powerful features to your applications.

Leave a Reply

Your email address will not be published. Required fields are marked *