Abstract: A dynamic asset portfolio allocation and management platform is disclosed. An example embodiment is configured to: receive information from a user, the information being indicative of the user's objectives or selections related to the user's asset portfolio; receive the user's asset portfolio; use a trained machine learning model to analyze and automatically rebalance the user's asset portfolio based on the user's objectives or selections; and cause execution of trading activity based on the rebalanced user's asset portfolio.

Abstract: An asset portfolio optimization platform is disclosed. An example embodiment is configured to: receive an asset portfolio; calculate a Sharpe Ratio; determine if the Sharpe Ratio is below a pre-defined threshold; and use a pure risk minimization strategy to optimize the asset portfolio, if the Sharpe Ratio is below the pre-defined threshold.

Abstract: A parallel and multi-layer long short-term memory neural network architecture is disclosed. An example embodiment is configured to provide risk management models including parallel LSTM models and multi-layer LSTM models.