Talk given at the OHBM 2017 education course. I present the challenges and techniques to estimating meaningful brain functional connectomes from fMRI: why sparsity in inverse covariance leads to models that can interpreted as interactions between regions. Then I discuss the limitations of sparse estimators and introduce shrinkage as an alternative. Finally, I discuss how to compare multiple functional connectomes.