Chapter
The Challenges of Autonomous Vehicles
1:06:30 - 1:15:47 (09:17)
The challenges of autonomous vehicles lie in the many different types of situations the car could encounter with the long tail problem being a significant issue. Multitask learning is an emerging approach that could help break these problems into many smaller, more manageable learning problems.
Clips
The question of whether machines can learn the relevant concepts of the world to do general reasoning is a fundamental issue in the artificial intelligence community.
1:06:30 - 1:09:23 (02:53)
Summary
The question of whether machines can learn the relevant concepts of the world to do general reasoning is a fundamental issue in the artificial intelligence community. Although deep learning has taken us far, it may not be sufficient to take us all the way.
ChapterThe Challenges of Autonomous Vehicles
EpisodeMelanie Mitchell: Concepts, Analogies, Common Sense & Future of AI
PodcastLex Fridman Podcast
The development of autonomy in vehicles is not a seamless process, and it has its share of challenges.
1:09:23 - 1:15:47 (06:24)
Summary
The development of autonomy in vehicles is not a seamless process, and it has its share of challenges. One of the biggest problems is the long tail effect, which means there are so many possible things that the machine has not been trained on that it can not handle it.