Online streaming is an emerging market that address much attention. Assessing gaming skills from videos is an important task for streaming service providers to discover talented gamers. Service providers require the information to offer customized recommendation and service promotion to their customers. Meanwhile, this is also an important multi-modal machine learning tasks since online streaming combines vision, audio and text modalities. In this study we begin by identifying flaws in the dataset and proceed to clean it manually. Then we propose several variants of latest end-to-end models to learn joint representation of multiple modalities. Through our extensive experimentation, we demonstrate the efficacy of our proposals. Moreover, we identify that our proposed models is prone to identifying users instead of learning meaningful representations. We purpose future work to address the issue in the end.

So you want to be a professional drone racer? To coincide with the game's official launch, watchmaker Swatch has announced it's sponsoring tryouts for the 2018 season, where top prize is a spot in the 2018 DRL Allianz World Championship Season and a $75,000 contract. We've seen this type of thing with Gran Turismo before but it'll never not feel kind of Last Starfighter-y. The simulator is pretty much a 1:1 translation of official courses, and because of that, the skills apparently directly translate from the game to real-world racing. The DRL found its first racer via the game earlier this year, Jacob "Jawz" Schneider.

You can soon expect to see new, interactive gaming experiences developed for Amazon's Alexa-powered smart speakers. Amazon wants more gaming options for its voice-powered virtual assistant Alexa, and today, it's introducing a new set of tools that'll make it easier for developers to bring them to life. The gaming tools are the newest addition to the Alexa Skills Kit, a set of blueprints for creating Alexa's "skills" -- essentially the apps of the Amazon Echo and Amazon's other Alexa-enabled gadgets. Developers already had access to templates for crafting basic command-and-response skills, along with skills that put Alexa in control of smart-home devices like lights and thermostats. Developers have already trotted out games for Alexa, too -- but now, they'll be able to plot out their voice-powered gaming skills in a simplified design interface, with Amazon-approved templates to guide them through the process.