Clustering is related with one of the most basic brain activities. Finding formal processes to emulate this human activity has been the object of different disciplines along the history, like Artificial Intelligence or Statistics. In the seminar an overview of the different approaches to the clustering problem will be provided. Pros and cons as well as technical hypothesis required for a rigorous application of the different techniques will be discussed. Also, some tools for a proper interpretation of the results will be presented.