Real-life robot battles like Real Steel are here! Real-life robot battles, just like in *Real Steel*, have become a reality. In an exciting competition by Unitry Robotics, six humanoid robots faced off in the ring. Controlled remotely by humans, they performed real combat moves—punches, uppercuts, and more—even taunting opponents. The future of robotic sports has begun! Credits : CNET, Unitree Robotics, Vision Effect TV, BossLogic /yt #usa #usareels #technology #robotics | Bee Pet Love

66K views · 3.1K reactions | Two teams spent two years preparing...

The researchers investigated whether Deep Reinforcement Learning (Deep RL) is able to synthesize sophisticated and safe movement skills for a low-cost, miniature humanoid robot that can be composed into complex behavioral strategies in dynamic environments. They used Deep RL to train a humanoid robot with 20 actuated joints to play a simplified one-versus-one (1v1) soccer game. They first trained individual skills in isolation and then composed those skills end-to-end in a self-play setting. The

Scientists have developed an imitation learning-based method that enabled a robot to learn 1000 distinct manipulation tasks from less than 24 hours of human demonstrations. Learn more in #ScienceRobotics: https://scim.ag/4qVsMm3 | Science