Develop AI

Build Haystack QA Pipeline to Improve Search Results

Introduction In this article, we will learn how to build a question-answering (QA) system with the Haystack model using text data from our Developer portal as the knowledge base. Let’s see how we can improve the current search capabilities of the portal with this QA system. Suppose you need to become…

December 1, 2022  ·   11 min read

What Part Does a Data Scientist Play in an AI Initiative?

If you are looking to start an AI initiative, your enterprise should understand data science and the importance of this highly specialized field. The future of successful business depends on artificial intelligence and machine learning. According to a recent IDC Perspective, “How Does Data Culture Drive Enterprise Intelligence,” 83% of…

October 27, 2022  ·   4 min read

Automating Document Processing for a Healthcare Use Case with AWS Textract & Comprehend Medical

Protecting Extracted Health Information with AWS Textract & Comprehend Introduction In this article, we will learn how to automate document processing workflows to achieve compliance obligations with sensitive health care information. Aside from compliance obligations, protecting health information allows the data to be used for other applications without the risk…

October 4, 2022  ·   8 min read

Mantium is Now Available on the Amazon Web Services Marketplace

At Mantium, our goal is to bring AI to the masses, so you can quickly develop AI and then deploy an application that is useful to your enterprise.  With this goal in mind, we are now listed on the Amazon Web Services (ASW)  Marketplace.  With our availability on AWS, we…

September 13, 2022  ·   2 min read

Using AI to Automate and Streamline Enterprise Use Cases

Business process management and automation. The last three years have brought massive leaps in AI performance. A business can operationalize and automate use cases with AI models. Large companies with the best resources previously only achieved automation of this kind. With efficiencies now available to organizations of any size, tasks…

August 19, 2022  ·   3 min read

Transformer Model DistilBERT: All You Need to Know

The groundbreaking capabilities of transformer models have created an explosion of alternatives. It can be daunting to sift through all the research papers to understand how the versions differ and what they can do. This post will cover  DistilBERT, a “distilled” version of BERT, one of the leading transformer models…

July 19, 2022  ·   5 min read

Using Content Explanations for Sentiment Analysis with Mantium

Sentiment Analysis Use Case No time to walk through the tutorial? Test this application here. During one of Mantium’s Spring, 2022 NLP Lab meetings, we read The Unreliability of Explanations in Few-Shot In-Context Learning by Xi Ye and Greg Durrett. This paper provides a critical investigation of language model prompting methods…

June 2, 2022  ·   10 min read

Build an AI Chatbot for SMS Text Messaging

Mantium released a new feature this week: The Twilio integration! With this integration, users can now send and receive messages with an AI via text and build an AI chatbot! Mantium + Twilio Twilio allows developers to build solutions with SMS, and Mantium offers a platform to develop AI powered…

April 21, 2022  ·   3 min read

Build a Twitter Bot with Mantium, Tweepy, and Heroku

In this tutorial, we will explore a quick way to create a Twitter bot to automatically post a fun piece of text to Twitter. The example text we will use is a list of unique ice cream flavors — each day, the bot will generate a new flavor by using…

March 17, 2022  ·   16 min read

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