Alpha Research Pipeline
Composable pipeline for alpha research
- Year
- 2025
- Role
- Research + ML Engineer
Overview
Alpha Research Pipeline keeps research stages structured from ingestion through evaluation.
A research pipeline for turning raw market data into repeatable experiments, features, and evaluation loops.
Problem
Alpha research breaks down when feature generation, backtests, and evaluation are scattered across one-off scripts and inconsistent data snapshots.
Approach
Designed a pipeline that keeps research stages composable — from data ingestion and feature stores to experiment tracking and repeatable evaluation.
Highlights
- Composable research pipeline stages
- Repeatable experiment workflows
- Feature generation with versioned inputs
- Structured evaluation for faster iteration
Stack
PythonResearchMLData Pipelines