How Hard is AI for Robotic Manufacturing?
There have been two distinct worlds in Artificial Intelligence for Robotics, the world of research, and the world of robotics in the factory. More and more, the promise of AI in the factory is setting these two worlds on a collision course. Let's talk about what happens when they collide!
Links from the video:
AI for Robotics:
Pieter Abbeel - AI Robotics for the Real World - https://www.youtube.com/watch?v=AAr99hQ64AI
Dieter Fox - Embodied AI - https://www.youtube.com/watch?v=LJNFzE-VmzI
The Data Cost of AI
IEEE Spectrum - Deep Learning Diminishing Returns - https://spectrum.ieee.org/deep-learning-computational-cost
Transfer Learning
Google - Visual Transfer Learning for Robotic Manipulation - https://ai.googleblog.com/2020/03/visual-transfer-learning-for-robotic.html
Samuel Barrett - Transfer Learning for Reinforcement Learning on a Physical Robot - https://www.cs.utexas.edu/~pstone/Papers/bib2html-links/AAMASWS10-barrett.pdf
There have been two distinct worlds in Artificial Intelligence for Robotics, the world of research, and the world of robotics in the factory. More and more, the promise of AI in the factory is setting these two worlds on a collision course. Let’s talk about what happens when they collide!
Links from the video:
AI for Robotics:
Pieter Abbeel – AI Robotics for the Real World – https://www.youtube.com/watch?v=AAr99hQ64AI
Dieter Fox – Embodied AI – https://www.youtube.com/watch?v=LJNFzE-VmzI
The Data Cost of AI
IEEE Spectrum – Deep Learning Diminishing Returns – https://spectrum.ieee.org/deep-learning-computational-cost
Transfer Learning
Google – Visual Transfer Learning for Robotic Manipulation – https://ai.googleblog.com/2020/03/visual-transfer-learning-for-robotic.html
Samuel Barrett – Transfer Learning for Reinforcement Learning on a Physical Robot – https://www.cs.utexas.edu/~pstone/Papers/bib2html-links/AAMASWS10-barrett.pdf
