Facebook open-sources new AI smarts

Facebook has released machine modules for improving machine vision and pattern recognition

Facebook has released as open source some software modules that can speed image recognition, language modeling and other machine learning tasks, in a move to advance computer artificial intelligence for itself and others.

Such modules could be used by startups or other companies that want to build AI-based products and services, but may not have the "deep engineering" expertise on hand to develop such capabilities in-house, said Soumith Chintala, a Facebook research engineer who works for the Facebook AI Research (FAIR) lab.

Facebook does not yet incorporate AI technologies into its social networking service, Chintala said, though the techniques being developed at FAIR may one day be used to improve customer experience. Given the relative paucity of commercially available AI tools, Facebook is funding FAIR to build basic capabilities in-house, and open sourcing the results so others can use and refine them, he said.

The new modules run on Facebook's Torch, an open source development framework for building deep learning applications. Google, Twitter, Nvidia, Intel, and Nvidia have used this framework for their projects.

The module that Chintala was most enthusiastic about discussing was one that was written to recognize objects within images. While there are plenty of software libraries that already do this task, this set of code does it much more quickly than other approaches, using techniques Facebook researchers developed along with Nvidia's cuFFT library (FFT stands for fast Fourier Transform, an algorithm for converting signals).

The module, which was built to run on arrays of GPUs, can be used to build convolutional networks, an emerging type of neural network well-suited for machine vision.

Another module, called Hierarchical SoftMax, can speed the process of training a machine-learning network to understand the relationships among tens of millions of objects -- all the words in a dictionary, for instance. This module could be used, for instance, to predict the next word in a sentence, given the first few words of a sentence. Hierarchical SoftMax builds on work done at Microsoft's research labs.

Another module does temporal correlation, Chintala said. It can be used to look at a series of time-related data and predict what the next value would be. This module would also be used in word prediction.

Facebook also released an optimized lookup table that can aid in holding in memory extremely large numbers of objects. A computer program looking to find the relationship between related words, such as "food" and "hunger" could use the table to speed the process of connecting them together, Chintala said. Facebook itself has tested this module for automatically generating potential hashtags for a given body of text.

Joab Jackson covers enterprise software and general technology breaking news for The IDG News Service. Follow Joab on Twitter at @Joab_Jackson. Joab's e-mail address is Joab_Jackson@idg.com

Join the CMO newsletter!

Error: Please check your email address.
Show Comments

Supporting Association

Blog Posts

Top tips to uncovering consumer insights for business innovation

An in-depth understanding of consumers sits at the heart of what we all need to do, but we know it’s not always easy to uncover insights that will unlock a true innovation opportunity.

Matt Whale

Managing director, How To Impact

Is your customer experience program suffering bright shiny object syndrome?

You may have heard of ‘bright shiny object syndrome’. The term is used to describe new initiatives undertaken by organisations that either lack a strategic approach, or suffer from a failure to effectively implement.

Leveraging technology to stand out in the sea of sameness

The technology I'm talking about here is data and marketing automation. Current digital marketing methodology, much as it is practiced at Bluewolf, dictates the need for a strategy that does four things: Finds the right audience, uses the right channel, delivers the right content, and does all of that at the right time.

Eric Berridge

CEO and co-founder of Bluewolf, an IBM Company

Lead Management is very important part of the process. For anyone running Facebook Lead Ads I would recommend using this service.Get your...

Dirk Lo

How this fintech startup is improving content marketing and lead generation

Read more

I am agreeing with Mr. Tyron Hayes that a measured test-and-learn approach could be missing opportunities to not only better engage custo...

rush essay reviews

CMO interview: How Curtin University’s marketing chief is using test and learn to cope with complexity

Read more

Excellent!

Dr Sadasivan,US

Shakespeare shows data and creativity aren’t Montagues and Capulets

Read more

Great article! Agreed with all... Matthew Lerner, Deeps De Silva... When a company has a great product that solves customers needs, a gre...

James Tyler

Why marketers are embracing growth hacking techniques

Read more

Very good article, Social media analytics helps in problem identification. They can serve as an early warning system for negative custome...

BizVinu

Four ways to use social media to boost customer loyalty

Read more

Latest Podcast

More podcasts

Sign in