As we move into the future, we will have to embrace AI and develop trust on the technology. But to really trust the technology, we must better comprehend techniques such as deep learning, and make it accountable to the end users. AI black box not only provides a lack of transparency but also possess biases, which are handed down by the prejudiced algorithms. Let us hear views on why understanding the reasoning behind AI decisions, is a growing priority.