Google unveiled the Deep Planning Network (PlaNet) agent, created in collaboration with DeepMind, to provide reinforcement learning via images. Reinforcement learning uses rewards to improve AI agents’ decision-making. Whereas model-free techniques work by getting agents to predict actions from observations, agents created with model-based reinforcement learning come up with a general model of the environment leveraged for decision-making. In unfamiliar surroundings, however, agents must create rules from experience. Continue reading Google Debuts Deep Planning Network Agent with DeepMind

TV and film measurement service Rentrak recently released its latest “State of VOD” report, which found that free video-on-demand viewing of prime time broadcast television programming increased 24 percent over the same period last year. The Rentrak report also found that 66 percent of prime time program viewing occurred after the third day of original broadcasts, suggesting that there is increased opportunity to generate additional advertising dollars for VOD. Continue reading Rentrak Reports Increase in VOD Broadcast Prime Time Viewing

In January, PC maker Lenovo announced it would expand its mobile efforts with the proposed acquisition of Google’s Motorola Mobility for $2.9 billion. Now the Chinese company plans to spend $100 million on patents related to 3G and 4G tech from U.S.-based Unwired Planet. Already one of the biggest smartphone vendors in China, Lenovo plans to use the 21 patent families from Unwired Planet to grow its smartphone and mobile business in new markets. Continue reading Lenovo Expands its Mobile Patent Assets with New Purchases

PayPal recently announced a new initiative to explore interplanetary and space financial payment services. In a joint partnership with the scientific community, including the SETI Institute and the Space Tourism Society, PayPal is preparing to serve and support space commerce of the future. PayPal plans to work with the space industry to address the commercialization of space. Issues to be addressed will involve currency standards, how banking will operate, and how to deal with new regulations. Continue reading PayPal Galactic Exploring Payment Systems in Outer Space