Is your feature request related to a problem? Please describe.
Develop and backtest investment strategies for cryptocurrencies using genetic algorithms and machine learning.
Describe the solution you'd like
Load and Prepare Data: Load the synthetic dataset, create features and labels, and split into training and testing sets.
Define Genetic Algorithm Components: Implement the fitness function, initialization, selection, crossover, and mutation functions.
Implement Genetic Algorithm: Run the genetic algorithm to find the optimal parameters.
Investment Strategy: Use the optimized model to make buy/sell decisions based on predicted prices.
Describe alternatives you've considered
A clear and concise description of any alternative solutions or features you've considered.
Additional context
Add any other context or screenshots about the feature request here.
Is your feature request related to a problem? Please describe. Develop and backtest investment strategies for cryptocurrencies using genetic algorithms and machine learning.
Describe the solution you'd like Load and Prepare Data: Load the synthetic dataset, create features and labels, and split into training and testing sets. Define Genetic Algorithm Components: Implement the fitness function, initialization, selection, crossover, and mutation functions. Implement Genetic Algorithm: Run the genetic algorithm to find the optimal parameters. Investment Strategy: Use the optimized model to make buy/sell decisions based on predicted prices.
Describe alternatives you've considered A clear and concise description of any alternative solutions or features you've considered.
Additional context Add any other context or screenshots about the feature request here.