Artificial Intelligence (AI) and Machine Learning (ML) algorithms such as neural networks play a key role in achieving automated driving capabilities. The R-Car V3U system-on-chip (SoC) offers 60 Tera Operations Per Second (TOPS) of neural network accelerator performance. The V3U offers this high performance at an industry's best TOPS per watt power consumption. Renesas offers an extensive and highly flexible toolchain for neural network development for easy embedded deployment. And, e2 studio, an Eclipsed-based integrated development environment (IDE) is offered for efficient software development. The R-Car V3U development boards and environment are available for the development of ADAS and automated driving vehicle applications.