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Workshop // Exploring Gender Bias in Word Embedding
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Workshop // Exploring Gender Bias in Word Embeddings

Towards an intuitive technical understanding of bias in machine learning systems

Creative Commons License This work is licensed under a Creative Commons Attribution 4.0 International License.

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In a Nutshell

  • In this 90 minutes workshop, we will explore bias in word embeddings - a widespread building block of many machine learning models that work with human languages.
  • Word embeddings have an easy-to-explain representation that allows an intuitive understanding of this building block and its potential biases.
  • Through the exploration, we will raise practical, methodological and philosophical questions about the ethics of AI.
  • The workshop is designed to be adaptive to a diverse audience: from without any background in machine learning or programming to data science practitioners - no technical background is required!
  • The workshop is hands-on and interactive, and will use the same tools that data scientists are using.
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