New in 3rd Edition

Agent Skills

Reusable skills and checks that hold AI coding agents to the ML4T workflow — encoding the domain expertise that guards against data leakage, lookahead bias, and the other silent errors that quietly break trading models.

61
Skills
10
Categories
4
Guardrails
Introduction & Financial Data
Research Design and Feature Engineering
Strategy Implementation
Advanced AI
Production
Cross-cutting

Concepts

Foundational pitfalls and principles

ml4t-backtest-overfitting

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ml4t-causal-identification

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ml4t-data-leakage

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ml4t-information-coefficient

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ml4t-lookahead-bias

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ml4t-non-stationarity

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ml4t-point-in-time

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ml4t-regime-awareness

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ml4t-survivorship-bias

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ml4t-transaction-costs

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