Researchers from Microsoft, Princeton University, Technion and Algorand Foundation recently introduced a new framework known as Falcon. Falcon is an end-to-end 3-party protocol that can be used for fast and secure computations of deep learning algorithms on larger networks. Today, a vast amount of private data and sensitive information is continuously being generated. According to the researchers, combining this data with deep learning algorithms can transform the current social and technological scenario. Falcon is a deep learning framework that provides support for both training and inference with malicious security guarantees.