What role does Deep Learning play in self-driving cars?

What role does Deep Learning play in self-driving cars?

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What role does Deep Learning play in self-driving cars?
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deep learning and self-driving cars http://www.mobilegeeks.com/article/audi-showed-future-cars-robots-deep-learning-amazing/ Autonomous Drive is here and I'm going to take a look at the intelligence behind it and what role Play AI & Deep Learning.

Let's start with what an autonomous car looks like. We have laser sensors and a camera on the front, a radar sensor on the back, a camera from above and a big computer in the trunk so that all this visual data can be put together and the car can figure out what to do.

Artificial intelligence is human intelligence exhibited by machines and has been around since the 1950s, but until recently we didn't have enough data to train the machines or the computing power to process that data. Affordable Compute is powered by Nvidia, who have changed the game with their programmable GPUs that can process massive amounts of data simultaneously. AI and deep learning are key technologies in piloted drive. We can encounter features of this on the road today when it comes to object and image recognition and collision avoidance.

But if we really want cars to be able to drive truly autonomously, the car will have to learn itself and have the ability to quickly solve complex situations. Today I'm visiting Audi to learn more about their piloted drive system. Wanting to learn more about how deep learning applies to pilot-controlled driving, I took a look at the model vehicle Q2 deep learning concept. The car has developed strategies to learn a number of tasks, such as parking. Initially, the algorithm learned on the parking computer is simulated with several million repetitions, with deep reinforcement learning positive results are rewarded with a high score, the error values decrease significantly. The sensors on the model car are the same as those on a full-size car such as Jack, Audi's piloted A7.

Even though this is my first time driving an autonomous car, I trust it completely, my biggest problem was not knowing what to do with my hands! During my second drive I was accompanied by Dr. Klaus Fervine, who went into more detail explaining Deep Learning and the piloted drive.

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