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Beginner’s Guide to Reinforcement Learning | by Niklas Lang | Medium

A high-level overview of Reinforcement Learning modelsPhoto by Kelly Sikkema on UnsplashReinforcement learning is the fourth major learning method in machine learning, along with supervised, unsupervised, and semi-supervised learning. The main difference is that the model does not need any data to train. It learns structures by being rewarded for desired behaviors and punished for bad ones.Before we can look in detail at what the training process looks like for such models, we should understand in which situations these…

Xos unveils new medium- and heavy-duty commercial EVs plus Xosphere fleet platform

Commercial EV manufacturer Xos, Inc. unveiled three new products as part of its “fleet week” celebration today, including new medium- and heavy-duty all-electric trucks. Additionally, the company introduced Xosphere (“ex-ose-sphere”) – its new fleet management platform to monitor vehicle performance and efficiency in real time. Xos Inc. ($XOS) is a SoCal-based manufacturer specializing in Class 5 to 8 commercial EVs and their powertrains. Xos’s fleet of EVs began with its SV05 Stepvan, which has since been…

These Eerie Wails Are a Real Sound Wave From a Supermassive Black Hole

We might not be able to hear sound in space, but that doesn't mean there isn't any. In 2003, astronomers detected something truly astonishing: acoustic waves propagating through the gas surrounding a supermassive black hole, 250 million light-years away.  We wouldn't be able to hear them at their current pitch. Emanating from the supermassive black hole at the center of the Perseus cluster of galaxies, the waves include the lowest note in the Universe ever detected by humans – well below the limits of human hearing.A new…