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Continuous Active Learning (CAL) for Predictive Coding: A Demonstration with Enron Spam-Ham Classification.

HTML 51.83% Jupyter Notebook 43.37% Python 4.80%
machine-learning active-learning spam-classification

cal's Introduction

Active Learning - A Case Study with Enron Spam-Ham

In this study we compare and contrast active learning with supervised learning on a toy dataset of Enron spam classification under the framework of predictive coding, where the goal is to find relevant documents in large pool of unlabeled and mostly irrelevant documents by learning from human-in-the-loop acting as an oracle. The case study is followed by literature review of major active learning techniques (check notebook).

References

Query strtegies used here are a clone of libact.

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