# RNN 2nd Gen Model Deere & Company Farm machinery & equipment

Stock predictor AI models:
Subscribe >> Deal exit on
Dec. 14, 2020
Deal entry on
Dec. 14, 2020
18.84%Expected margin
50.00% successful of 8 deals
$ 331.84 Last close price
at 18-oct-2021


Model's trade recommendations No return for period yet

-0.55% Annual return

$43.63B Market Cap

β 0.81  


Model (following trade recommendations)


Underlying stock

S&P 500

Return for period
52wk return 23.52%
52wk Range
Sortino ratio -0.03
Sharpe ratio -0.03
Norm. RMSE 18.32%
Downside risk 8.34%
Volatility 0.00%
  • 2.40 (1.78%) Div (Yield)
  • BUY Analysts consensus recommendation

John Deere Company is an American corporation that manufactures agricultural, construction, and forestry machinery, diesel engines, drivetrains used in heavy equipment, and lawn care equipment. John Deere has developed a strategy to grow and sustain its successful global business. John Deere has capitalized on the opportunities presented by increasing population, prosperity, and urbanization. Today, broad trends based on population and income growth, especially in developing nations, are driving agricultural output and infrastructure investment. Further, technological advances and agricultural mechanization are expanding existing markets and opening new ones.

Industry sector: Industrial Products

Sector classification: Farm machinery & equipment

Deep Learning based analysis and prediction model for Deere & Company (DE) 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 Oct. 2, 2015.

Market data for DE 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 DE.

Model is being retrained on a regular basis.

Float 321M
P/E 18.36
Shares Outstanding 324M
% Held by Insiders 0.74%
% Held by Institutions 67.34%
EPS (last reported FY) $6.68
EPS (last reported Q) $1.31
EPS, estimated (last reported Q) $1.16
Total revenues $30 B
Net income $2 B