Adam Lesnikowski is a Machine Learning Scientist at Nvidia.
Data-Driven Dataset Creation: Deep Active Learning for Autonomous Vehicles and Beyond
In this talk, the audience will learn about deep active learning and how it has been successfully applied to the autonomous vehicle project at Nvidia, as well as future research directions on learning from limited labels and optimal construction of datasets. We will cover projects that we have done on autonomous vehicle and other datasets to learn using limited labels, and outline a vision of the importance of advanced data driven methods to build datasets. Time permitting we will cover more recent exploratory experiments towards the optimal construction of training sets for today’s AI and deep neural network models.