/stock-pred

Primary LanguageJupyter Notebook

stock-pred

TO DO

Technical Indicators - Feature Engineering

  • Complete calculations for technical indicators
  • Dynamic Momentum Index
  • Stochastic Oscillator
  • Keltner Channel
  • Donchian Channel
  • Compare Types of Indicators: (1) Momentum, (2) Trend, (3) Volume, (4) Volatility
  • Feature Engineering: stock options, options markets, put-call ratio, implied and statistucal volatility

Modeling Considerations

  • Experiment with time periods used for (1) lagging and leading indicators, (2) LSTM look-back, and (3) training sample sequences
  • Model Evaluation: (1) Walk Forward Validation, (2) Back Testing, (3) train-test splits