Main Article Content
Internet of Things (IoT) has created new applications and environments. The Internet of Things (IoT) is making our lives a lot easier. Smart Home provides new ways of communication and service consumption. In addition, Artificial Intelligence (AI) and deep learning have increase different services and tasks by automatizing them. In this field, reinforcement learning (RL) provides an unsupervised way to learn from the environment. In this paper, a new intelligent system based on RL and deep learning is proposed for Smart Home environments to guarantee good levels of QoE, focused on multimedia services. This system is aimed to reduce the impact on user experience when the classifying system achieves a low accuracy. The Internet of Things (IoT) is making our lives a lot easier. Almost all appliances can now be monitored and, in some cases, operated remotely.