Pages with tag Machine Learning
Volkswagen and Google to collaborate on Quantum Computing for improved cars and driving:
Volkswagen and Google are announcing a plan to do some kind of research using Quantum Computing. The focus of the research is said to be "traffic optimization" meaning aids to drivers navigating through cities, "high-performance batteries" meaning using computing resources to guide R&D of high performance battery materials, and "machine learning" as applied to the artificial intelligence required for autonomous driving. It's not clear from the press release how "Quantum Computing" is used in relation to this sort of research. Each of those tasks does require extremely high computational capabilities, and perhaps the team is looking to quantum computing to implement super-computer capabilities within the space constraints of a family car. The autonomous cars I've seen were dominated by the computing equipment being carried on-board, which obviously would be unacceptable for a regular car, meaning that some kind of magic computational wizardry will be required to shrink the enormous computational requirements into a tiny box.
Volkswagen had previously used a Quantum Computer for traffic optimization of 10,000 taxi's in Beijing, China. The are looking at the Google universal quantum computer and are looking to develop algorithms to optimize travel times across an entire city, as well as assigning access to charging stations and parking spots. With such a system, traffic in a city could automatically route around major events, optimize the flow of traffic, and eliminate traffic congestion.
Another development area concerns developing chemical structures in advanced batteries. Computationally designing battery chemistry could conceivably lead to better designs with optimum weight/performance ratios for various target scenarios.
The last area of effort, machine learning, is rather general. The phrase refers to the capability of a program (or system) to link data, analyze relationships and make predictions on this basis. Machine learning is widely used in modern artificial intelligence techniques. Advanced AI systems are a prerequisite for advanced autonomous driving capabilities.