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Alteryx > 实例探究 > 使用 Alteryx 进行自动化加密货币交易和预测
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Predicting and Trading on the Cryptocurrency Markets using Alteryx

技术
  • 分析与建模 - 预测分析
  • 应用基础设施与中间件 - 区块链
适用行业
  • 设备与机械
适用功能
  • 维护
  • 采购
用例
  • 运动预测
  • 智慧校园
服务
  • 数据科学服务
  • 系统集成
挑战
面临的挑战是创建一个完全自动化的解决方案,可以从数据库中提取最新数据,生成预测模型,并在实时加密货币市场上执行真实交易。
关于客户
该客户是科罗拉多大学博尔德分校的一名学生,他创建了 Predict Crypto 项目来预测、交易和研究加密货币市场。
解决方案
该解决方案包括从 MySQL 数据库中提取数据、执行数据准备和操作、使用 XGBoost 和 Alteryx 创建预测模型、使用 Shrimpy 开发人员 API 执行交易,以及将模型性能与实际结果进行比较。
运营影响
  • The use of Alteryx provided a robust framework for the Predict Crypto project. It made the process less challenging to maintain than using R or Python alone. The time savings from a development perspective allowed for the creation of a wide variety of tests and the ability to organize them and enable/disable different ones easily. The project also benefited from the ability to connect the data stream between tools in Alteryx, providing a more powerful solution than using R Studio and the Reticulate package. The project built out of Alteryx removed limitations to data capabilities as the project evolved and created a huge amount of possibilities in terms of what could be achieved in a day compared to what could be done programming in R or Python.

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