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Ayushpanditmoto / Trading-Bot

Binary Trading AI Bot is a project idea aimed at developing an AI-powered bot for binary trading. The bot utilizes machine learning algorithms to predict the direction of the next candle (whether it will move up or down) with high accuracy.
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Implement Backtesting Framework for Binary Trading AI Bot #46

Closed FreeSpirit11 closed 1 month ago

FreeSpirit11 commented 1 month ago

Description: As part of enhancing the functionality and usability of the Binary Trading AI Bot, I propose the implementation of a backtesting framework. This feature will allow users to evaluate the performance of trading strategies using historical data, providing valuable insights into strategy effectiveness, risk management, and profitability.

Key Benefits:

  1. Performance Evaluation: Users can assess the effectiveness of trading strategies under various market conditions, enabling them to identify profitable approaches and refine their strategies accordingly.

  2. Risk Management: Backtesting helps users understand potential risks associated with their strategies, such as maximum drawdowns and worst-case scenarios, allowing them to implement effective risk management techniques.

  3. Strategy Optimization: Through iterative testing and parameter optimization, users can fine-tune their trading strategies to maximize profitability and minimize risk.

  4. Educational Tool: The backtesting framework serves as an educational tool, allowing users to learn about trading concepts, strategy development, and market dynamics while gaining practical experience in algorithmic trading.

Implementation Plan:

  1. Research and select a suitable backtesting library or develop a custom solution tailored to the project's requirements.
  2. Design and implement the backtesting framework, focusing on scalability, performance, and ease of use.
  3. Integrate the backtesting functionality into the existing Binary Trading AI Bot interface, ensuring seamless user experience.
  4. Conduct thorough testing and validation to verify the accuracy and reliability of backtesting results.
FreeSpirit11 commented 1 month ago

Hi, I have raised this issue. Please assign this to me.

Ayushpanditmoto commented 1 month ago

@FreeSpirit11 1st of all what exactly you want to do

FreeSpirit11 commented 1 month ago

@Ayushpanditmoto I want to add a backtesting framework using the Backtrader library to evaluate trading strategies based on historical data.