Artificial Intelligence, but how to keep it fair and controllable?

Artificial intelligence is on everyone's lips, but it's not just a matter of having the highest recognition rate and the best prediction. What if an AI does not grant a loan and someone feels disadvantaged or discriminated against? Can we explain an AI decision? How can we take fairness into account as early as the creation of AI systems?