Xintong Shi

Data Scientist & ML Engineer

Turning complex data into decisions that move the needle — from fraud detection at scale to real-time ML systems.

Projects

Ordinal Regression Network

Rank-consistent deep learning method for ordinal regression using conditional probabilities. Published in Pattern Analysis and Applications (2023).

PythonPyTorchDeep Learning

Polymarket Intelligence

In Progress

ML-powered prediction market analysis and automated trading logic built on the PolyClaw skill framework.

PythonNext.jsPolyClaw

Publications

Deep neural networks for rank-consistent ordinal regression based on conditional probabilities
Pattern Analysis and Applications · 2023
A novel rank-consistent method for ordinal regression in neural networks using conditional probabilities, ensuring monotonicity across output classes.

Resume

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