This article originally appeared on the Motley Fool.
The science of deep learning, a sub-discipline ofartificial intelligence(AI), is only a recent development in the grand scheme of things, but during its short existence, it has been producing some impressive technological achievements. Advances in image recognition, language understandingand translation have led to the development ofvirtual assistants,smart home speakersandgainsincybersecurity, and they are leading the charge towardautonomous driving. Now, companies have found a way to use those AI smarts to fight cancer.
Deep learninginvolves the construction of artificial neural networks, using software and complex algorithms to recreate the capacity of the human brain to learn. These learning computers have a particular knack for sifting through vast amounts of data and recognizing patterns, getting smarter as they go. The first breakthrough involved feeding a system thousands of pictures of cats until the program was able to recognize a cat on its own.
This ability to identify patterns has led to a significant breakthrough in the area of breast cancer research. Last month, in a paper titledDetecting Cancer Metastases on Gigapixel Pathology Images,Google announced that it had created a neural network that could analyze medical images and identify tumors with a greater degree of accuracy than human pathologists. The study revealed that the company, using itsGoogLeNet AI, reviewed thousands of medical images supplied by a Dutch university and was able to identify malignant tumors in breast cancer images with an 89 percentaccuracy rate, compared to 73 percentfor its human counterparts. In ablog, Google researchers explained:
Pathologists are responsible for reviewing all the biological tissues visible on a slide. However, there can be many slides per patient, each of which is 10+ gigapixels when digitized at 40X magnification. Imagine having to go through a thousand 10 megapixel (MP) photos, and having to be responsible for every pixel. Needless to say, this is a lot of data to cover, and often time is limited.
Cancer cells are seen on a large screen connected to a microscope at the CeBit computer fair in Hanover, Germany, March, 6, 2012. Reuters
This technology has the potential to provide initial screenings, allowing doctors to review only those images that have been flagged as potentially cancerous. The system still requires improvement, as it generated a number of false positivesidentifying cancerous cells where none were present. So, while AI won't be replacing pathologists anytime soon, these algorithms could be used to pre-screen images and not only reduce the workload on doctors, but also serve parts of the world where pathologists are in short supply.
Google isn't the only one testing AI for this purpose. Nearly a year ago, International Business Machines Corporationpartnered with numerous health systems, imaging technology companies, and academic medical centers to trainWatson AI, its cognitive computer, to read medical images. This more broadly based collaboration is focusing on cancer, cardiovascular disease, eye healthand diabetes. The company announced last month that it had expanded that initiative to 24 organizations worldwide, which will provide the vital input necessary to train the system. IBM also announced the first fruits of this endeavor, an application for the detection of one type of cardiovascular disease involving a narrowing of the heart's aortic valve. It plans to expand Watson's efforts to a variety of additional cardiovascular conditions in the near future.
Watson is already seeing success in a number ofmedical applications. In its most impressive results in the field to date, Watsonreviewedthe medical records of 1,000 cancer patients and was able to develop a treatment plan that concurred with oncologists' recommendations with 99 percentaccuracy. The AI was also able to provide additional recommendations in about 30 percentof cases that had been missed by doctors, thanks to its ability to review eventhe most recent medical research.
Neither company provides specific information regarding how these AI-related medical breakthroughs would contribute to the overall business, and any contribution would represent only a minuscule part of each company's total revenue at this juncture. These are still extremely early developments, but they illustrate the vast potential of AI in the not-too-distant future.
Read the original post:
Artificial Intelligence's Potential to Transform Medical Screening - Newsweek
- What is Artificial Intelligence (AI)? - Definition from ... [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Association for the Advancement of Artificial Intelligence [Last Updated On: June 13th, 2016] [Originally Added On: June 13th, 2016]
- A.I. Artificial Intelligence - Wikipedia, the free ... [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Artificial Intelligence - The New York Times [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Intro to Artificial Intelligence Course and Training ... [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- What is Artificial Intelligence (AI)? Webopedia Definition [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- Intro to Artificial Intelligence Course and Training Online ... [Last Updated On: July 5th, 2016] [Originally Added On: July 5th, 2016]
- Artificial Intelligence News -- ScienceDaily [Last Updated On: September 16th, 2016] [Originally Added On: September 16th, 2016]
- Artificial intelligence positioned to be a game-changer - CBS ... [Last Updated On: October 13th, 2016] [Originally Added On: October 13th, 2016]
- Artificial Intelligence: A Modern Approach - amazon.com [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Artificial Intelligence - IndiaBIX [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- The Non-Technical Guide to Machine Learning & Artificial ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence - Graduate Schools of Science ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence in Medicine: An Introduction [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- What does artificial intelligence mean? - Definitions.net [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Lockheed Martin [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Course - Computer Science at CCSU [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- FREE Artificial Intelligence Essay - Example Essays [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Elon Musk's artificial intelligence group signs Microsoft ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Real FX - Slotless Racing with Artificial Intelligence [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence: What It Is and How It Really Works [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Market Size and Forecast by 2024 [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Algorithm-Driven Design: How Artificial Intelligence Is ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- 9 Development in Artificial Intelligence | Funding a ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Tops Humans in Poker Battle What's the Big Deal? - PokerNews.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Is AI a Threat to Christianity? - The Atlantic [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Allow mathematicians to pierce artificial intelligence frontiers - Livemint [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Montreal sees its future in smart sensors, artificial intelligence (with video) - Computerworld [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Silicon Valley Hedge Fund Takes On Wall Street With AI Trader - Bloomberg [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- The Observer view on artificial intelligence - The Guardian [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Artificial Intelligence Is Coming Whether You Like It Or Not - Mother Jones [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- RealDoll Creating Artificial Intelligence System, Robotic Sex Dolls ... - Breitbart News [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Forget lessons, these smart skis are loaded with artificial intelligence - Mashable [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence Correctly Predicted the Patriots' 34-28 Super ... - Digital Trends [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Why C-Levels Need To Think About eLearning And Artificial Intelligence - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence-Driven Robots: More Brains Than Brawn - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial intelligence: How to build the business case - ZDNet [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- What 'social artificial intelligence' means for marketers - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Actress Kristen Stewart's Research Paper On Artificial Intelligence: A Critical Evaluation - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Baidu cut its healthcare business to concentrate on artificial intelligence - Asia Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Google Android Wear 2.0 update puts artificial intelligence inside your wristwatch - The Sun [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- How criminals use Artificial Intelligence and Machine Learning - BetaNews [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- In the Labs: Connected vehicles in Ohio, artificial intelligence in Illinois and Massachusetts - Network World [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Keeping an eye on artificial intelligence - The National Business Review [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Actors, teachers, therapists think your job is safe from artificial intelligence? Think again - The Guardian [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Wells Fargo Innovation Group to Focus on Artificial Intelligence, Payments and APIs - Wall Street Journal (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- SAP aims to step up its artificial intelligence, machine learning game as S/4HANA hits public cloud - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial Intelligence Is Coming To Police Bodycams, Raising Privacy Concerns - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Nvidia Beats Earnings Estimates As Its Artificial Intelligence Business Keeps On Booming - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Could Artificial Intelligence Ever Become A Threat To Humanity? - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial intuition will supersede artificial intelligence, experts say - Network World [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The Peril of Inaction with Artificial Intelligence - Gigaom [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- TASER International Bringing Artificial Intelligence to Law Enforcement - Motley Fool [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- LG G6 teasers emphasize battery life, artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Wells Fargo sets up artificial intelligence team in tech push - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford spending $1 billion on self-driving artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Artificial Intelligence in Business Process Automation - Nanalyze [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- An artificial intelligence gamble that paid off - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Ford to Invest $1 Billion in Artificial Intelligence Start-Up - New York Times [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Wells Fargo Pushes Into Artificial Intelligence - Fortune [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Artificial intelligence predictions surpass reality - UT The Daily Texan [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Creating artificial intelligence-driven technology products is almost like unleashing the Frankenstein's monster - Economic Times (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Inside Intel Corporation's Artificial Intelligence Strategy - Motley Fool [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- The artificial intelligence revolutionising healthcare - Irish Times [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Announces Investment in Artificial Intelligence Company Argo AI - Motor Trend [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Invests $1-Billion in Artificial Intelligence - AutoGuide.com [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Salesforce adds some artificial intelligence to customer service products - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- No hype, just fact: Artificial intelligence in simple business terms - ZDNet [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence and The Confusion of Our Age - Patheos (blog) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- How Artificial Intelligence Startups Struck Gold - Entrepreneur [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Terrifyingly, Google's Artificial Intelligence acts aggressive when cornered - Chron.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- This Startup Has Developed A New Artificial Intelligence That Can (Sometimes) Beat Google - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- RPI artificial intelligence expert looks at Westworld - Albany Times Union [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's DeepMind artificial intelligence becomes 'highly aggressive' when stressed. Skynet, anyone? - Mirror.co.uk [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Enters The Classroom - News One [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- John Pisarek Talks Artificial Intelligence - Customer Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Can Artificial Intelligence Predict Earthquakes? - Scientific American [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Is Becoming A Major Disruptive Force In Banks' Finance Departments - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]