In this Deep Learning tutorial, the focus is on understanding the Backpropagation algorithm for neural networks. This concept is crucial in Deep Learning and plays a vital role in training neural networks. The tutorial aims to explain what Backpropagation is and how it functions. It also provides an example with specific numbers to enhance comprehension of the underlying theory behind the algorithm.