复盘模式识别

Lesson Overview

In "AI-Powered Trading Decisions" → "AI 智能复盘", this lesson "复盘模式识别" builds knowledge you can apply immediately.

复盘模式识别只可描述数据里出现的重复行为，不能凭几笔日志诊断性格或证明因果。应保留反例、样本量与不确定性。 去除身份信息→给行为编码→统计频数/分母→比较替代原因→人工复核→只提出可验证改进。 本课作业：10条日志3条漏记费用，AI说“因为贪婪导致亏损”。哪些部分有证据，怎样改写？

Core Concepts

These points align with the video walkthrough—take notes as you watch.

• ▸复盘模式识别只可描述数据里出现的重复行为，不能凭几笔日志诊断性格或证明因果。应保留反例、样本量与不确定性。
• ▸去除身份信息→给行为编码→统计频数/分母→比较替代原因→人工复核→只提出可验证改进。
• ▸本课作业：10条日志3条漏记费用，AI说“因为贪婪导致亏损”。哪些部分有证据，怎样改写？

Practical Application

After studying, complete the companion practice lesson to move from understanding to doing.

• ▸Follow along in Jupyter or VS Code
• ▸Log how parameter changes affect backtest results
• ▸Submit a reproducible analysis notebook

FAQ

• ▸Q: How does this lesson fit the course? A: Part of "AI 智能复盘"—follow the curriculum order.
• ▸Q: What do I need? A: Demo account and notes; quant lessons need a Python environment.
• ▸Q: How do I know I've mastered it? A: Pass the quiz and explain three key points of 复盘模式识别 on your own.