Media
Robot Writers AI - How artificial intelligence is automating writing
A new survey from Gould Finch finds that AI is poised to become the "essential key to success for the publishing industry," according to Colin Lovrinovic, managing director, Gould Finch. The in-depth, six-month survey brought back perspectives from 233 players in publishing. One of the report's top conclusions: Large, medium and small-sized publishers are all seeing spikes in readership with the introduction of AI tools. Specifically, the news organization's Web site will rely on'semi-automated journalism' to produce election results coverage in English for 650 UK constituencies. Another 40 stories will be AI-generated in Welsh.
The next 10 years of Apple will include self-driving cars, computer glasses, and -- yes -- a much faster iPhone
First it was Apple Music, and then it was Apple News Plus, and Apple Arcade, and, most recently, Apple TV Plus. In the last few years, Apple has rapidly evolved into a major player in a subscription services market dominated by the likes of Netflix and Spotify. But the company's next big move in that space may be a contraction of sorts: Apple is considering a subscription bundle that would include Apple Music, Apple TV Plus, and Apple News Plus, according to a report from Bloomberg's Gerry Smith and Mark Gurman. And that new bundle could arrive as soon as next year, in 2020, according to the report. The bundle of services that is said to be coming next year doesn't include Apple Arcade, the video game subscription service Apple launched in September.
Transforming the agricultural industry with machine learning
Adam Neilson, Chief Technology Officer at Wefarm discusses the ways in which machine learning can transform the African agricultural industry. Ever since Fritz Lang's Metropolis was first shown in the cinemas of 1927, the film industry has been forecasting how technology of the future would transform humanity. Fast forward to current day and we may not have flying cars or replica people mining in off planet worlds, but we do have something that I believe in the long run will be far more important to the future survival of our species. Over the last few years, machine learning (ML) has steadily rolled across the "hype cycle" from the "peak of inflated expectations" to officially entering the mainstream, and is now beginning to quietly revolutionise every aspect of our lives. For us consumers, it's now so deeply embedded within so many of the everyday products and services that we interact with it's almost invisible.
Multi-domain Conversation Quality Evaluation via User Satisfaction Estimation
Bodigutla, Praveen Kumar, Polymenakos, Lazaros, Matsoukas, Spyros
An automated metric to evaluate dialogue quality is vital for optimizing data driven dialogue management. The common approach of relying on explicit user feedback during a conversation is intrusive and sparse. Current models to estimate user satisfaction use limited feature sets and employ annotation schemes with limited generalizability to conversations spanning multiple domains. To address these gaps, we created a new Response Quality annotation scheme, introduced five new domain-independent feature sets and experimented with six machine learning models to estimate User Satisfaction at both turn and dialogue level. Response Quality ratings achieved significantly high correlation (0.76) with explicit turn-level user ratings. Using the new feature sets we introduced, Gradient Boosting Regression model achieved best (rating [1-5]) prediction performance on 26 seen (linear correlation ~0.79) and one new multi-turn domain (linear correlation 0.67). We observed a 16% relative improvement (68% -> 79%) in binary ("satisfactory/dissatisfactory") class prediction accuracy of a domain-independent dialogue-level satisfaction estimation model after including predicted turn-level satisfaction ratings as features.
Learn AI and machine learning from a top online instructor for $29
TL;DR: The innovative Machine Learning & Artificial Intelligence Certification Bundle is on sale for $29, a savings of 98%. Artificial intelligence is no longer just the plot of sci-fi movies. And you know how your internet browser seems way too familiar with your interests? Yup, AI and machine learning are to blame. If you want to get ahead of this robot revolution, this Machine Learning & Artificial Intelligence Certification Bundle can help you break into the industry.
Artificial intelligence and the worrying use of the deepfake TheArticle
As is the case with many technological developments, 'deepfakes' -- videos in which someone who did not originally appear in the clip is rendered into it using artificial intelligence (AI) -- largely started in the world of pornography. Viewers, should they so desire, can now watch videos of their favourite musicians and film stars "in action," although that celebrity was never in that video. In these cases, increasingly sophisticated tools are used to put the musicians and film stars' faces onto pre-existing pornographic videos. There can obviously be a sinister, non-celebrity side to this too. The recent Sam Bourne novel, To Kill The Truth, features a protagonist Maggie Costello who appears in such a video as part of a cruel plot to undermine her.