In recent years, Deep Learning has become a dominant Machin Learning tool for a wide variety of domains. One of its biggest successes has been in Computer Vision where the performance in problems such as object and action recognition has been improved dramatically. In this course, we will be reading up on various Computer Vision problems, The state-of-the-art techniques involving different neural architectures and brainstorming about promising new directions.