# RNN 2nd Gen Model General Dynamics Corporation Ship & boat building & repairing

General Dynamics Corporation is a global aerospace and defense company that offers a broad portfolio of products and services in business aviation; combat vehicles, weapons systems and munitions; information technology (IT) services and C4ISR (command, control, communications, computers, intelligence, surveillance and reconnaissance) solutions; and shipbuilding and ship repair. The Company operates through four business groups and each group has several business units. Each business has responsibility for its strategy and operational performance, providing the flexibility it needs to stay close to customers, perform on programs and remain agile. Its corporate headquarters is responsible for setting the overall direction of the company, the allocation of capital and promoting a culture of ethics and integrity that defines how it operates. General Dynamics' team delivers on its commitments to shareholders through disciplined backlog execution, efficient cash-flow conversion and prudent capital deployment.

Industry sector: Aerospace

Sector classification: Ship & boat building & repairing

Deep Learning based analysis and prediction model for General Dynamics Corporation (GD) stock is a 2nd Generation Non-linear Autoregressive (NAR) model based on the LSTM/GRU Recurrent Neural Network architecture.

Model is in the production pipeline since Sept. 30, 2015.

Market data for GD model training are being downloaded from the Quandl premium datasets on a daily basis.
Risks related to the novel coronavirus disease 2019 (COVID-19) caused by the virus named “SARS-CoV-2” are accounted for in this model in the form of the historical data coincided with outbreaks and other global events in the past used to train ML prediction model for GD.

Model is being retrained on a regular basis.