Its no secret that machine-learning models tuned and tweaked to near-perfect performance in the lab often fail in real settings. This is typically put down to a mismatch between the data the AI was trained and tested on and the data it encounters in the world, a problem known as data shift. For example, an AI trained to spot signs of disease in high-quality medical images will struggle with blurry or cropped images captured by a cheap camera in a busy clinic.
Now a group of 40 researchers across seven different teams at Google have identified another major cause for the common failure of machine-learning models. Called underspecification, it could be an even bigger problem than data shift. We are asking more of machine-learning models than we are able to guarantee with our current approach, says Alex DAmour, who led the study.
Visit link:
The Way We Train AI is Fundamentally Flawed Machine Learning Times - The Predictive Analytics Times
- Microsoft reveals how it caught mutating Monero mining malware with machine learning - The Next Web [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- The role of machine learning in IT service management - ITProPortal [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Workday talks machine learning and the future of human capital management - ZDNet [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Verification In The Era Of Autonomous Driving, Artificial Intelligence And Machine Learning - SemiEngineering [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Synthesis-planning program relies on human insight and machine learning - Chemical & Engineering News [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Here's why machine learning is critical to success for banks of the future - Tech Wire Asia [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- The 10 Hottest AI And Machine Learning Startups Of 2019 - CRN: The Biggest Tech News For Partners And The IT Channel [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Onica Showcases Advanced Internet of Things, Artificial Intelligence, and Machine Learning Capabilities at AWS re:Invent 2019 - PR Web [Last Updated On: December 3rd, 2019] [Originally Added On: December 3rd, 2019]
- Machine Learning Answers: If Caterpillar Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 3rd, 2019] [Originally Added On: December 3rd, 2019]
- Amazons new AI keyboard is confusing everyone - The Verge [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Exploring the Present and Future Impact of Robotics and Machine Learning on the Healthcare Industry - Robotics and Automation News [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- 3 questions to ask before investing in machine learning for pop health - Healthcare IT News [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Amazon Wants to Teach You Machine Learning Through Music? - Dice Insights [Last Updated On: December 5th, 2019] [Originally Added On: December 5th, 2019]
- Measuring Employee Engagement with A.I. and Machine Learning - Dice Insights [Last Updated On: December 6th, 2019] [Originally Added On: December 6th, 2019]
- The NFL And Amazon Want To Transform Player Health Through Machine Learning - Forbes [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Scientists are using machine learning algos to draw maps of 10 billion cells from the human body to fight cancer - The Register [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Appearance of proteins used to predict function with machine learning - Drug Target Review [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Google is using machine learning to make alarm tones based on the time and weather - The Verge [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- 10 Machine Learning Techniques and their Definitions - AiThority [Last Updated On: December 11th, 2019] [Originally Added On: December 11th, 2019]
- Taking UX and finance security to the next level with IBM's machine learning - The Paypers [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Government invests 49m in data analytics, machine learning and AI Ireland, news for Ireland, FDI,Ireland,Technology, - Business World [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Machine Learning Answers: If Nvidia Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Bing: To Use Machine Learning; You Have To Be Okay With It Not Being Perfect - Search Engine Roundtable [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- IQVIA on the adoption of AI and machine learning - OutSourcing-Pharma.com [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Schneider Electric Wins 'AI/ Machine Learning Innovation' and 'Edge Project of the Year' at the 2019 SDC Awards - PRNewswire [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Industry Call to Define Universal Open Standards for Machine Learning Operations and Governance - MarTech Series [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Qualitest Acquires AI and Machine Learning Company AlgoTrace to Expand Its Offering - PRNewswire [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Automation And Machine Learning: Transforming The Office Of The CFO - Forbes [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- Machine learning results: pay attention to what you don't see - STAT [Last Updated On: December 12th, 2019] [Originally Added On: December 12th, 2019]
- The challenge in Deep Learning is to sustain the current pace of innovation, explains Ivan Vasilev, machine learning engineer - Packt Hub [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Israelis develop 'self-healing' cars powered by machine learning and AI - The Jerusalem Post [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Theres No Such Thing As The Machine Learning Platform - Forbes [Last Updated On: December 15th, 2019] [Originally Added On: December 15th, 2019]
- Global Contextual Advertising Markets, 2019-2025: Advances in AI and Machine Learning to Boost Prospects for Real-Time Contextual Targeting -... [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If Twitter Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Tech connection: To reach patients, pharma adds AI, machine learning and more to its digital toolbox - FiercePharma [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If Seagate Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- MJ or LeBron Who's the G.O.A.T.? Machine Learning and AI Might Give Us an Answer - Built In Chicago [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Amazon Releases A New Tool To Improve Machine Learning Processes - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- AI and machine learning platforms will start to challenge conventional thinking - CRN.in [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- What is Deep Learning? Everything you need to know - TechRadar [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Machine Learning Answers: If BlackBerry Stock Drops 10% A Week, Whats The Chance Itll Recoup Its Losses In A Month? - Forbes [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- QStride to be acquired by India-based blockchain, analytics, machine learning consultancy - Staffing Industry Analysts [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Dotscience Forms Partnerships to Strengthen Machine Learning - Database Trends and Applications [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- The Machines Are Learning, and So Are the Students - The New York Times [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Kubernetes and containers are the perfect fit for machine learning - JAXenter [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Data science and machine learning: what to learn in 2020 - Packt Hub [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- What is Machine Learning? A definition - Expert System [Last Updated On: December 20th, 2019] [Originally Added On: December 20th, 2019]
- Want to dive into the lucrative world of deep learning? Take this $29 class. - Mashable [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- TinyML as a Service and machine learning at the edge - Ericsson [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today [Last Updated On: December 24th, 2019] [Originally Added On: December 24th, 2019]
- Ten Predictions for AI and Machine Learning in 2020 - Database Trends and Applications [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- The Value of Machine-Driven Initiatives for K12 Schools - EdTech Magazine: Focus on Higher Education [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: December 25th, 2019] [Originally Added On: December 25th, 2019]
- Machine Learning Market Accounted for US$ 1,289.5 Mn in 2016 and is expected to grow at a CAGR of 49.7% during the forecast period 2017 2025 - The... [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Are We Overly Infatuated With Deep Learning? - Forbes [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Can machine learning take over the role of investors? - TechHQ [Last Updated On: December 27th, 2019] [Originally Added On: December 27th, 2019]
- Dr. Max Welling on Federated Learning and Bayesian Thinking - Synced [Last Updated On: December 28th, 2019] [Originally Added On: December 28th, 2019]
- 2010 2019: The rise of deep learning - The Next Web [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Machine Learning Answers: Sprint Stock Is Down 15% Over The Last Quarter, What Are The Chances It'll Rebound? - Trefis [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Sports Organizations Using Machine Learning Technology to Drive Sponsorship Revenues - Sports Illustrated [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- What is deep learning and why is it in demand? - Express Computer [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Byrider to Partner With PointPredictive as Machine Learning AI Partner to Prevent Fraud - CloudWedge [Last Updated On: January 4th, 2020] [Originally Added On: January 4th, 2020]
- Stare into the mind of God with this algorithmic beetle generator - SB Nation [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- US announces AI software export restrictions - The Verge [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- How AI And Machine Learning Can Make Forecasting Intelligent - Demand Gen Report [Last Updated On: January 5th, 2020] [Originally Added On: January 5th, 2020]
- Fighting the Risks Associated with Transparency of AI Models - EnterpriseTalk [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- NXP Debuts i.MX Applications Processor with Dedicated Neural Processing Unit for Advanced Machine Learning at the Edge - GlobeNewswire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Cerner Expands Collaboration with Amazon Web as its Preferred Machine Learning Provider - Story of Future [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Can We Do Deep Learning Without Multiplications? - Analytics India Magazine [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Machine learning is innately conservative and wants you to either act like everyone else, or never change - Boing Boing [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Pear Therapeutics Expands Pipeline with Machine Learning, Digital Therapeutic and Digital Biomarker Technologies - Business Wire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- FLIR Systems and ANSYS to Speed Thermal Camera Machine Learning for Safer Cars - Business Wire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- SiFive and CEVA Partner to Bring Machine Learning Processors to Mainstream Markets - PRNewswire [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Tiny Machine Learning On The Attiny85 - Hackaday [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- AI, machine learning, and other frothy tech subjects remained overhyped in 2019 - Boing Boing [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- Chemists are training machine learning algorithms used by Facebook and Google to find new molecules - News@Northeastern [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- AI and machine learning trends to look toward in 2020 - Healthcare IT News [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]
- What Is Machine Learning? | How It Works, Techniques ... [Last Updated On: January 7th, 2020] [Originally Added On: January 7th, 2020]