ML4T 交易教程

ML4T 交易教程:基于《Machine Learning for Trading》第二版配套 notebooks 实现量化交易策略开发与回测,涵盖多市场金融数据的时间序列机器学习分析。

✓ 0 人报告成功·v0.1.0·

晶体简介

基于《Machine Learning for Trading》第二版配套 notebooks 实现量化交易策略开发与回测,涵盖多市场金融数据的时间序列机器学习分析。 本 skill 基于开源项目构建并集成 15 条 anti-pattern 约束。访问 doramagic.ai/r/ml4t-book-notebooks 查看中英双语完整文档和触发场景。适用于 Doramagic 生态(Claude Code / Cursor / openclaw / ChatGPT / Gemini 等)。

Blueprint Source

finance-bp-121

tangweigang-jpg/doramagic-skills6360a632 source files

Constraints

73total
58fatal
58 must-not-violate

Evidence Quality

Confidence89%

Medium confidence — review before critical use

58 条不可违反的约束

FATALdomain_rulefinance-C-001

WHENWhen implementing web scraping for alternative data collection

ACTIONRespect robots.txt rules by setting ROBOTSTXT_OBEY=True in settings

CONSEQUENCEViolating robots.txt may result in legal consequences, IP bans, or 403/403 errors preventing data collection

FATALresource_boundaryfinance-C-002

WHENWhen configuring Scrapy for alternative data scraping

ACTIONLimit CONCURRENT_REQUESTS to 1 to prevent IP blocks and 403 errors

CONSEQUENCEHigh concurrency causes IP blocks, 403 errors, or temporary/permanent bans from target websites

FATALarchitecture_guardrailfinance-C-004

WHENWhen scraping content from websites that require authentication

ACTIONHardcode credentials in source code files

CONSEQUENCEExposing credentials in source code leads to unauthorized access, potential account termination, and security breaches

常见问题

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更新历史

v0.1.02026-04-23·贡献者: tangweigang-jpg

v0.1.0: 首次发布到 Doramagic.ai。基于 tangweigang-jpg/doramagic-skills 的自动化 batch-v1 元数据 + 自动生成 FAQ。