Everest Group IDP
             PEAK Matrix® 2022  
Indico Named as Major Contender and Star Performer in Everest Group's PEAK Matrix® for Intelligent Document Processing (IDP)
Access the Report

BLOG

General Sequence Learning Using Recurrent Neural Nets

March 12, 2015 | Machine Learning, Tutorials

Back to Blog

Our Head of Research, Alec Radford, recently led a workshop on general sequence learning using recurrent neural networks at Next.ML in San Francisco. Next.ML was created to teach the latest actionable machine learning techniques that you can use right out of the workshop.
The upcoming Next.ML workshop will be in Cambridge, MA at the Microsoft NERD Center on April 27.
 
Workshop Details
Recurrent Neural Networks hold great promise as general sequence learning algorithms. As such, they are a very promising tool for text analysis. However, outside of very specific use cases such as handwriting recognition and recently, machine translation, they have not seen widespread use. Why has this been the case?

In this workshop, Alec will introduce RNNs as a concept. Then you’ll sketch how to implement them and cover the tricks necessary to make them work well. With the basics covered, we will investigate using RNNs as general text classification and regression models, examining where they succeed and where they fail compared to more traditional text analysis models.

Finally, a simple Python and Theano library for training RNNs with a scikit-learn style interface will be introduced and you’ll see how to use it through several hands-on tutorials on real world text datasets.
 

 

 

Automate your most complex unstructured document workflows

Get started with Indico

Interactive demo

Transform your own unstructured documents with our OOTB models

Live Demo

Explore firsthand the value the Indico Platform delivers

Talk with us

Discuss how the Indico Platform can help you tackle your unstructured data problems

Resources

Blog

Gain insights from experts in automation, data, machine learning, and digital transformation.

Unstructured Data Explained

Answers to the most complex questions in unstructured data.

CTO Corner

An accumulation of content straight from our co-founder and CTO.

Unstructured Unlocked

Enterprise leaders discuss how to unlock value from unstructured data.
Subscribe to our blog

Get our best content on intelligent automation sent to your inbox weekly!