Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning
Kohsuke Kawaguchi, creator of the open source Jenkins continuous integration/continuous delivery (CI/CD) server, and Harpreet Singh, former head of the product group at Atlassian, have launched a startup that's using machine learning (ML) to speed up the software testing process.
Their new company, Launchable, which emerged from stealth mode on Thursday, is developing a software-as-a-service (SaaS) product with the ability to predict the likelihood of a failure for each test case, given a change in the source code. The service will use ML to extract insights from the massive and growing amount of data generated by the increasingly automated software development process to make its predictions.
"As a developer, I've seen this problem of slow feedback from tests first-hand," Kawaguchi told ADTmag. "And as the guy who drove automation in the industry with Jenkins, it seemed to me that we could make use of all that data the automation is generating by applying machine learning to the problem. I thought we should be able to train the machine on the model and apply quantifiable metrics, instead of relying on human experience and gut instinct. We believe we can predict, with meaningful accuracy, what tests are more likely to catch a regression, given what has changed, and that translates to faster feedback to developers."
The strategy here is to run only a meaningful subset of tests, in the order that minimizes the feedback delay.
Kawaguchi (known as "KK") and Singh worked together at CloudBees, the chief commercial supporter of Jenkins. Singh left that company in 2018 to serve as GM of Atlassian's Bitbucket cloud group. Kawaguchi became an elite developer and architect at CloudBees, and he's been a part of the community throughout the evolution of this technology. His departure from the company was amicable: Its CEO and co-founder Sacha Labourey is an investor in the startup, and Kawaguchi will continue to be involved with the Jenkins community, he said.
Software testing has been a passion of Kawaguchi's since his days at Sun Microsystems, where he developed Jenkins as a fork of the Hudson CI server in 2011. Singh also worked at Sun and served as the first product manager for Hudson before working on Jenkins. They will serve as co-CEOs of the new company. They reportedly snagged $3.2 million in seed funding to get the ball rolling.
"KK and I got to talking about how the way we test now impacts developer productivity, and how machine learning could be used to address the problem," Singh said. "And then we started talking about doing a startup. We sat next to each other at CloudBees for eight years; it was an opportunity I couldn't pass up."
An ML engine is at the heart of the Launchable SaaS, but it's really all about the data, Singh said.
"We saw all these sales and marketing guys making data-driven decisions -- even more than the engineers, which was kind of embarrassing," Singh said. "So it became a mission for us to change that. It's kind of our north star."
The co-execs are currently talking with potential partners and recruiting engineers and data scientists. They offered no hard release date, but they said they expect a version of the Launchable SaaS to become generally available later this year.
Posted by John K. Waters on 01/23/2020 at 11:30 AM
Continue reading here:
Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine
- 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]