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Machine Learning Helps Humans Perform Text Analysis

The rise of Big Data created the need for data applications to be able to consume data residing in disparate databases, of wildly differing schema. The traditional approach to performing analytics on this sort of data has been to warehouse it; to move all the data into one place under a common schema so it can be analyzed.

This approach is no longer feasible with the volume of data being produced, the variety of data requiring specific optimized schemas, and the velocity of the creation of new data. A much more promising approach has been based on semantic link data, which models data as a graph (a network of nodes and edges) instead of as a series of relational tables.

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Rapid Data Products: Kicking the Tires on IBM Watson in One Day

Late last year I turned the venerable age of 40, and graying and balding jokes aside, I've spent a good bit of time reflecting on the accelerating pace of change in technology. It's not just that things are getting faster, better, cheaper. It's that whole new capabilities are now possible that we could only dream about even a few decades ago. Mail is electronic. A TV and a computer are basically the same thing. And you can talk to your phone.

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Gleaning Insight from Content with IBM Watson

In recent years, machine learning as a service has come of age, with robust capabilities from Amazon, Google, Microsoft and others now available through REST APIs for a fraction of the cost of deploying or developing your own capabilities. One of the better known – if not easy to separate hype from reality – is IBM Watson. While Watson gained fame as the Jeopardy!-winning supercomputer, IBM now uses the brand for a wide variety of machine learning capabilities from speech-to-text and conversational bots to text mining algorithms for understanding the concepts, references and tone of text-based content.

In this post, we'll cover how to integrate one such IBM service – Natural Language Understanding – and rapidly prototype an application that you can try on your own content. It includes how to get started with IBM's hosted service Bluemix and the Python code to connect to the REST API. I've also included a working data application that you can run with your own text.

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