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Strategy

ML Stock Ranking

Ridge and gradient-boosted ranking of 15 point-in-time features.

Research only

Methodology

Method
Purged, embargoed walk-forward; locked final holdout; bootstrap confidence intervals and deflated Sharpe.
Data
Prices + SEC fundamentals
Horizon
~1 month
Strategy pod
— (research study, no pod)

Risk caveat

Survivorship-biased universe (today's large caps).

Validation evidence

Adds no value over simple baselines in our test — reported as a failure, not promoted.

Simulated, survivorship-biased backtests on today's large caps. Hypothetical; not a forecast. Disclosures.

ML Stock Ranking · Altunyan AI Hedge Fund