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A Framework for Data-Driven Robotics


Sep 27 2019 DeepMind

In our new work, we propose a framework for humans teaching robots to accomplish tasks using visual inputs:
3 replies, 332 likes

Sep 27 2019 Nando de Freitas

Data-Driven Robotics: Enabling humans to easily teach robots new behaviours, and applying RL to the robots' continually growing database of real experiences to learn new policies, end-to-end, from pixels, and without simulation or having to run the robot at all.
0 replies, 173 likes

Sep 27 2019 Serkan Cabi

How can robots learn from humans and their own experience to manipulate objects using vision? Here is our take on the problem:
2 replies, 132 likes

Sep 27 2019 Feryal

Very cool work from our group! It was impressive seeing the robot in action! Great work by @serkancabi, Sergio Gomez, @SashaVNovikov, @ks_konyushkova, @scott_e_reed @notmisha @NandoDF @ziyuwang and others at DeepMind!
0 replies, 28 likes

Sep 27 2019 Alexander Novikov

1/ Proud to be a part of this work! We train batch RL agents to solve robotic manipulation tasks from pixels on a real robot.
1 replies, 19 likes

Sep 27 2019 Misha Denil

Check out our framework for doing large scale Deep RL with a single robot. One of the most exciting projects I've had the pleasure of working on.
0 replies, 11 likes

Nov 26 2019 Ankur Handa

and in "A Framework for Data-Driven Robotics" by Cabi et al. Paper:
1 replies, 1 likes