This workshop uses a series of hands-on exercises to teach deep learning techniques for a range of problems involving multiple data types. You will work with widely-used deep learning tools, frameworks, and workflows to perform neural network training on a fully-configured, GPU-accelerated workstation in the cloud. After a quick introduction to deep learning, you will advance to building deep learning applications for image segmentation, sentence generation, and image and video captioning — while simultaneously learning relevant computer vision, neural network, and natural language processing concepts.
At the end of the workshop, you will be able to assess a broad spectrum of problems where deep learning can be applied.