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Published in The Startup

·Jan 10, 2021

How Interface Design and Visualization Tools Can Support Machine Teaching

Data labelling for machine learning brings its own set of challenges and misconceptions (see our previous blog in the series). We needed a better approach to labelling data that values human expertise and manages costs: a machine teaching approach. …

User Interface

7 min read

How Interface Design and Visualization Tools Can Support Machine Teaching
How Interface Design and Visualization Tools Can Support Machine Teaching

Published in The Startup

·Jan 10, 2021

Why We Must Reframe the Language We Use to Talk About “Data Labelling”

The language often used to describe the activity of building datasets for supervised or semi-supervised machine learning can be somewhat reductionist in that data is simply “labelled” (i.e., a feature input is matched to a label output). Instead, we argue that to label data for the purposes of machine learning…

Machine Teaching

5 min read

Why We Must Reframe the Language We Use to Talk About “Data Labelling”
Why We Must Reframe the Language We Use to Talk About “Data Labelling”

Jan 9, 2021

Introduction to a Machine Teaching Team

For the past two years, I was part of the team responsible for building, expanding and improving datasets for supervised or semi-supervised learning at Element AI. Supervised and semi-supervised learning require labelled data examples to train models, since these techniques first rely on learning from labelled data, then making predictions…

Data Labeling

5 min read

Introduction to a machine teaching team
Introduction to a machine teaching team
Ross Young

Ross Young

Plant enthusiast and data strategist

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