Imagine the computing power necessary to handle the activity of 1.23 billion usersplaying 100 million hours of video and uploading 95 million posts of photos and videos. Facebook, Inc. (NASDAQ:FB) processes that and more every day. Now imagine sifting through all that data to perform facial recognition, describe the contents of photos and video, and populate your news feed with relevant content. Those tasks are all handled by Facebook's servers that have been infused with its homegrown brand of artificial intelligence (AI).
The training that takes place behind the scenes has been the job of Facebook's AI brain named Big Sur, which has been handling the task since 2015. Now, the system that has been at the heart of the company's AI activity for the last two years is being replaced by a newer, faster model. Facebook revealed in a blog post that its successor is dubbed Big Basin, and this new platform boasts some impressive credentials. The upgraded AI server can train machine-learning models that are 30% larger in about half the time.
Facebook data center in Prineville, Oregon. Image source: Facebook.
Machine learning is a combination of software models and algorithms that sort through data at lightning speeds to make deductions based on what it finds. This might sound somewhat futuristic, but this AI technology is being used today. An example would be running facial recognition and comparing a newly uploaded photo with all the photos in its database to suggest a name when tagging a friend in the picture. "If you've logged into Facebook, it's very likely you've used some type of AI system we've been developing," according to Kevin Lee, a technical program manager at Facebook and author of the blog.
Lee detailed that the new system was built using graphics processing units (GPUs) from NVIDIA Corporation (NASDAQ:NVDA) to achieve this new level of AI computing. The platform hosts eight Tesla P100 GPU accelerators, which NVIDIA describes as "the most advanced data center GPU ever built." The system also features NVIDIA NVLink, which connects the GPUs in what Facebook describes as a "hybrid mesh cube." The speed of these systems can bog down, caused by a bottleneck at the connections, which the NVLink seeks to prevent. Lee indicated that the architecture was similar NVIDIA's DGX-1 -- its AI supercomputer in a box. Lee quipped that "Big Basin behaves like a JBOD [just a bunch of disks] -- or as we call it, JBOG, just a bunch of GPUs."
Facebook's recent emphasis on live video streaming provided challenges because of how quickly it was adopted by users. Larger and more complex data sets required additional computing power at higher speeds. The company uses AI to not only classify its real-time video but in other applications, such as speech and text translations. This new platform provides the data capacity and speed to train Facebook's next generation of AI models.
Facebook plans to release the design specifications of its AI server via the Open Compute Project in the near future. Once that happens, any ambitious computer engineer with sufficient time and money could conceivably build one of these systems in his or her basement.
Big Basin AI Server can train 30% larger data sets than its predecessor in half the time! Image source: Facebook.
Facebook isn't the only company creating innovative AI applications. Alphabet's (NASDAQ:GOOGL) (NASDAQ:GOOG) Google revealed the details behind its Tensor Processing Unit (TPU), a specialized chip it designed and has been using to power its AI systems -- called deep neural networks -- for the last two years. These machine-learning systems are created using algorithms and software modeled on the human brain, and they learn by analyzing vast quantities of data.
In a Google blog post, hardware engineer Norm Jouppi described the capabilities of the TPU chip, saying that it processed AI workloads 15 to 30 times faster than conventional CPUs and GPUs while achieving a 30 to 80 times reduction in energy consumption. Google realized six years ago that the AI speech-recognition technology that it was deploying to users required the storage of vast amounts of data, and worried that it would have to double the number of data centers just to keep up. Google credits the development of TPU for improvements in its Translate, Image Search, and Photos programs, and for its victory over world's best Go players.
It would be difficult to quantify the value these innovations bring to the companies that develop them, and even more so since they are being shared with the world. Very few of the companies involved in AI research reveal any direct financial benefit, though the advances make their products more useful to consumers, as the resulting technologies affect the things we do and the products we use every day.
Suzanne Frey, an executive at Alphabet, is a member of The Motley Fool's board of directors. Danny Vena owns shares of Alphabet (A shares) and Facebook. Danny Vena has the following options: long January 2018 $640 calls on Alphabet (C shares) and short January 2018 $650 calls on Alphabet (C shares). The Motley Fool owns shares of and recommends Alphabet (A shares), Alphabet (C shares), Facebook, and Nvidia. The Motley Fool has a disclosure policy.
Continue reading here:
Why Facebook Is Doubling Down on Its AI -- The Motley Fool - Motley Fool
- AI File Extension - Open . AI Files - FileInfo [Last Updated On: June 14th, 2016] [Originally Added On: June 14th, 2016]
- Ai | Define Ai at Dictionary.com [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- ai - Wiktionary [Last Updated On: June 22nd, 2016] [Originally Added On: June 22nd, 2016]
- Adobe Illustrator Artwork - Wikipedia, the free encyclopedia [Last Updated On: June 25th, 2016] [Originally Added On: June 25th, 2016]
- AI File - What is it and how do I open it? [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Ai - Definition and Meaning, Bible Dictionary [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- ai - Dizionario italiano-inglese WordReference [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- Bible Map: Ai [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai dictionary definition | ai defined - YourDictionary [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai (poet) - Wikipedia, the free encyclopedia [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- AI file extension - Open, view and convert .ai files [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- History of artificial intelligence - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Artificial intelligence (video games) - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- North Carolina Chapter of the Appraisal Institute [Last Updated On: September 8th, 2016] [Originally Added On: September 8th, 2016]
- Ai Weiwei - Wikipedia, the free encyclopedia [Last Updated On: September 11th, 2016] [Originally Added On: September 11th, 2016]
- Adobe Illustrator Artwork - Wikipedia [Last Updated On: November 17th, 2016] [Originally Added On: November 17th, 2016]
- 5 everyday products and services ripe for AI domination - VentureBeat [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Realdoll builds artificially intelligent sex robots with programmable personalities - Fox News [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- ZeroStack Launches AI Suite for Self-Driving Clouds - Yahoo Finance [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI and the Ghost in the Machine - Hackaday [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Why Google, Ideo, And IBM Are Betting On AI To Make Us Better Storytellers - Fast Company [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Roses are red, violets are blue. Thanks to this AI, someone'll fuck you. - The Next Web [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Wearable AI Detects Tone Of Conversation To Make It Navigable (And Nicer) For All - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Who Leads On AI: The CIO Or The CDO? - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI For Matching Images With Spoken Word Gets A Boost From MIT - Fast Company [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Teach undergrads ethics to ensure future AI is safe compsci boffins - The Register [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- AI is here to save your career, not destroy it - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- A Heroic AI Will Let You Spy on Your Lawmakers' Every Word - WIRED [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- With a $16M Series A, Chorus.ai listens to your sales calls to help your team close deals - TechCrunch [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Microsoft AI's next leap forward: Helping you play video games - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Samsung Galaxy S8's Bixby AI could beat Google Assistant on this front - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- 3 common jobs AI will augment or displace - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Stephen Hawking and Elon Musk endorse new AI code - Irish Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- SumUp co-founders are back with bookkeeping AI startup Zeitgold - TechCrunch [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Five Trends Business-Oriented AI Will Inspire - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI Systems Are Learning to Communicate With Humans - Futurism [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Pinterest uses AI and your camera to recommend pins - Engadget [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Chinese Firms Racing to the Front of the AI Revolution - TOP500 News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Real life CSI: Google's new AI system unscrambles pixelated faces - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI could transform the way governments deliver public services - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Amazon Is Humiliating Google & Apple In The AI Wars - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- What's Still Missing From The AI Revolution - Co.Design (blog) [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Legaltech 2017: Announcements, AI, And The Future Of Law - Above the Law [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Can AI make Facebook more inclusive? - Christian Science Monitor [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- How a poker-playing AI could help prevent your next bout of the flu - ExtremeTech [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Dynatrace Drives Digital Innovation With AI Virtual Assistant - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- AI and the end of truth - VentureBeat [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Taser bought two computer vision AI companies - Engadget [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Google's DeepMind pits AI against AI to see if they fight or cooperate - The Verge [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- The Coming AI Wars - Huffington Post [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Is President Trump a model for AI? - CIO [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Who will have the AI edge? - Bulletin of the Atomic Scientists [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- How an AI took down four world-class poker pros - Engadget [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- We Need a Plan for When AI Becomes Smarter Than Us - Futurism [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- See how old Amazon's AI thinks you are - The Verge [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford to invest $1 billion in autonomous vehicle tech firm Argo AI - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Zero One: Are You Ready for AI? - MSPmentor [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford bets $1B on Argo AI: Why Silicon Valley and Detroit are teaming up - Christian Science Monitor [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google Test Of AI's Killer Instinct Shows We Should Be Very Careful - Gizmodo [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google's New AI Has Learned to Become "Highly Aggressive" in Stressful Situations - ScienceAlert [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- An artificially intelligent pathologist bags India's biggest funding in healthcare AI - Tech in Asia [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford pledges $1bn for AI start-up - BBC News [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Dyson opens new Singapore tech center with focus on R&D in AI and software - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How to Keep Your AI From Turning Into a Racist Monster - WIRED [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How Chinese Internet Giant Baidu Uses AI And Machine Learning - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Humans engage AI in translation competition - The Stack [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Watch Drive.ai's self-driving car handle California city streets on a ... - TechCrunch [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Cryptographers Dismiss AI, Quantum Computing Threats - Threatpost [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Is AI making credit scores better, or more confusing? - American Banker [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI and Robotics Trends: Experts Predict - Datamation [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- IoT And AI: Improving Customer Satisfaction - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI's Factions Get Feisty. But Really, They're All on the Same Team - WIRED [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Elon Musk: Humans must become cyborgs to avoid AI domination - The Independent [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Facebook Push Into Video Allows Time To Catch Up On AI Applications - Investor's Business Daily [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Defining AI, Machine Learning, and Deep Learning - insideHPC [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI Predicts Autism From Infant Brain Scans - IEEE Spectrum [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Rise of AI Makes Emotional Intelligence More Important - Harvard Business Review [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's AI Learns Betrayal and "Aggressive" Actions Pay Off - Big Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI faces hype, skepticism at RSA cybersecurity show - PCWorld [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- New AI Can Write and Rewrite Its Own Code to Increase Its Intelligence - Futurism [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]