AI and Human Bias: How to develop responsible AI

Forms of biases that can be seen in AI systems

What companies are doing to keep down AI bias?

  • Google has designed the ‘What-If Tool’ to inspect AI models and detect biases. This tool can help you conceptualize your datasets and in maintaining AI fairness.
  • IBM’s AI Fairness 360 toolkit helps you analyze, report, and reduce any type of discrimination and bias in machine learning models and datasets.
  • Many academic fairness-in-AI projects are under progress funded by the National Science Foundation in collaboration with Amazon.
  • Facebook AI is using a new ‘radioactive data’ technique to detect if a dataset was used to train a machine learning model. It helps keep a track of all the images used in a dataset and improves output.

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