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What is a Machine Learning Algorithm?
Defining Algorithmic Bias Selly Djap 2/27/22 Defining Algorithmic Bias Selly Djap 2/27/22

What is a Machine Learning Algorithm?

Reading 1 • Think of a Machine Learning algorithm like a recipe, where the ingredients are data, and the dish is a model that can make predictions or inferences about the future.

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What is Algorithmic Bias?
Defining Algorithmic Bias Selly Djap 2/27/22 Defining Algorithmic Bias Selly Djap 2/27/22

What is Algorithmic Bias?

Reading 2 • Any algorithms that perpetuate the status quo and do not improve social equity for people of color, women, the poor and working class, those with disabilities, and other marginalized groups are biased.

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Types of Bias
Algorithmic Bias is Real World Bias Selly Djap 2/26/22 Algorithmic Bias is Real World Bias Selly Djap 2/26/22

Types of Bias

Reading 3 • 1. Historical bias 2. Representation bias 3. Measurement bias 4. Aggregation bias 5. Evaluation bias 6. Deployment bias

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When Bias Emerges
Algorithmic Bias is Real World Bias Selly Djap 2/26/22 Algorithmic Bias is Real World Bias Selly Djap 2/26/22

When Bias Emerges

Reading 4 • Six points in the development process at which biases are introduced.

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