When constructing trading strategies, certain constraints may significantly change the effectiveness in practice. Therefore, portfolio management can be formalized as an optimization problem. Machine learning techniques can be actively used in solving this optimization problem when asset prices are fast-changing or weights are allocated across assets sparsely.