Abstract

This article examines modern neural network technologies and deep learning methods as tools for supporting and optimizing management decisions in the context of digital transformation. Based on an analysis of scientific reviews on Bayesian deep learning, multivariate time series processing, image segmentation and 3D reconstruction, it is shown that deep learning methods can significantly improve forecasting accuracy, reduce uncertainty and enable comprehensive data analysis for strategic planning. Particular attention is paid to the application of intelligent data analysis methods in risk management, monitoring and evaluating the effectiveness of management decisions.

Keywords:Deep learning; Neural networks; Management decisions; Bayesian approach; Big Data; Data mining