A Simple yet Brisk and Efficient Active Learning Platform for Text Classification

01/31/2021
by   Teja Kanchinadam, et al.
0

In this work, we propose the use of a fully managed machine learning service, which utilizes active learning to directly build models from unstructured data. With this tool, business users can quickly and easily build machine learning models and then directly deploy them into a production ready hosted environment without much involvement from data scientists. Our approach leverages state-of-the-art text representation like OpenAI's GPT2 and a fast implementation of the active learning workflow that relies on a simple construction of incremental learning using linear models, thus providing a brisk and efficient labeling experience for the users. Experiments on both publicly available and real-life insurance datasets empirically show why our choices of simple and fast classification algorithms are ideal for the task at hand.

READ FULL TEXT
research
04/20/2022

Active Few-Shot Learning with FASL

Recent advances in natural language processing (NLP) have led to strong ...
research
07/21/2021

Small-text: Active Learning for Text Classification in Python

We present small-text, a simple modular active learning library, which o...
research
07/16/2021

The Application of Active Query K-Means in Text Classification

Active learning is a state-of-art machine learning approach to deal with...
research
09/03/2021

Sample Noise Impact on Active Learning

This work explores the effect of noisy sample selection in active learni...
research
04/15/2023

A framework for fully autonomous design of materials via multiobjective optimization and active learning: challenges and next steps

In order to deploy machine learning in a real-world self-driving laborat...
research
10/18/2017

Can Machine Learning Create an Advocate for Foster Youth?

Statistics are bleak for youth aging out of the United States foster car...
research
05/12/2021

Mining Legacy Issues in Open Pit Mining Sites: Innovation Support of Renaturalization and Land Utilization

Open pit mines left many regions worldwide inhospitable or uninhabitable...

Please sign up or login with your details

Forgot password? Click here to reset