- Reith Lectures — this year’s lectures are by Atul Gawande, talking about preventable failure and systemic improvement — topics of particular relevance to devops cultural devotees. (via BoingBoing)
- Chinese Mobile App UI Trends — interesting differences between US and China. Phone number authentication interested me: You key in your number and receive a confirmation code via SMS. Here, all apps offer this type of phone number registration/login (if not prefer it). This also applies to websites, even those without apps. (via Matt Webb)
- Large Scale Deep Learning (PDF) — Jeff Dean from Google. Starts easy! Starts.
- Machine Learning: The High-Interest Credit Card of Technical Debt (PDF) — Google research paper on the ways in which machine learning can create problems rather than solve them.
"machine learning" entries
Solutions to a number of problems must be found to unlock PAPI value.
In November, the first International Conference on Predictive APIs and Apps will take place in Barcelona, just ahead of Strata Barcelona. This event will bring together those who are building intelligent web services (sometimes called Machine Learning as a Service) with those who would like to use these services to build predictive apps, which, as defined by Forrester, deliver “the right functionality and content at the right time, for the right person, by continuously learning about them and predicting what they’ll need.”
This is a very exciting area. Machine learning of various sorts is revolutionizing many areas of business, and predictive services like the ones at the center of predictive APIs (PAPIs) have the potential to bring these capabilities to an even wider range of applications. I co-founded one of the first companies in this space (acquired by Salesforce in 2012), and I remain optimistic about the future of these efforts. But the field as a whole faces a number of challenges, for which the answers are neither easy nor obvious, that must be addressed before this value can be unlocked.
In the remainder of this post, I’ll enumerate what I see as the most pressing issues. I hope that the speakers and attendees at PAPIs will keep these in mind as they map out the road ahead. Read more…