SigPro: Enabling Subject Matter Expert Guidance in Feature Engineering

In this thesis, we detail developments to SigPro, a feature engineering library in Python guided by Subject Matter Experts (SMEs). SigPro includes a suite of data processing building blocks, or primitives, as well as an algorithm to combine primitives to form feature engineering pipelines. These pip...

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Bibliographic Details
Main Author: Xu, Guanpeng Andy
Other Authors: Veeramachaneni, Kalyan
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/153867