DeepMind, an artificial intelligence research company, in a recent blog post discusses three ways to eliminate bugs in learned predictive models. The company was founded in London in 2010. Google acquired it in 2014. In addition to London they have research centers in Edmonton and Montreal, Canada, and a DeepMind Applied team in Mountain View, California. "Bugs and software have gone hand in hand since the beginning of computer programming," the post reads. "Over time, software developers have established a set of best practices for testing and debugging before deployment, but these practices are not suited for modern deep learning systems. Today, the prevailing practice in machine learning is to train a system on a training data set, and then test it on another set. While this reveals the average-case performance of models, it is also crucial to ensure robustness, or acceptably high performance even in the [...]

  "Apple Music recently surpassed Spotify in the U.S. market, according to the Wall Street Journal, signing up 28 million subscribers compared to Spotify’s 26 million. Spotify continues to have more total subscribers, however. "Spotify Founder and CEO Daniel Elk took to the company blog to make his case, saying, “Apple operates a platform that, for over a billion people around the world, is the gateway to the internet. Apple is both the owner of the iOS platform and the App Store—and a competitor to services like Spotify. In theory, this is fine. But in Apple’s case, they continue to give themselves an unfair advantage at every turn.” "In a recent statement, Apple says it revolutionized the distribution of music with iTunes, and did the same thing with the App Store, something that has created “many millions of jobs” and, it says, [...]

There have been numerous lawsuits filed alleging injuries caused by the shingles vaccine Zostavax. Cases have stated they were not warned of the adverse side effects of the vaccine alleging it caused the diseases it is meant to prevent, among other things. Here is what the CDC says to consumers: “Your risk of shingles and postherpetic neuralgia (PHN) increases as you get older. CDC recommends that people 60 years old and older get shingles vaccine (Zostavax®) to prevent shingles and PHN. Shingrix (recombinant zoster vaccine) is the preferred vaccine, over Zostavax® (zoster vaccine live), a shingles vaccine in use since 2006. Zostavax may still be used to prevent shingles in healthy adults 60 years and older. For example, you could use Zostavax if a person is allergic to Shingrix, prefers Zostavax, or requests immediate vaccination and Shingrix is unavailable. Zostavax (zoster vaccine live) was licensed by the FDA in 2006. [...]