Introduction

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Image adapted from Python Machine Learning, 2rd Ed. by Sebastian Raschka and Vahid Mirjalili

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Confidence scale for machine learning scenarios.

Classifying T-cells

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Activated T-cell 1

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Quiescent T-cell 1

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Activated T-cell 2

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Quiescent T-cell 3

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Activated T-cell 3

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Quiescent T-cell 3

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Evaluating a Model

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Decision Trees, Random Forests, and Overfitting

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Logistic Regression, Artificial Neural Networks, and Linear Separability

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Understanding Machine Learning Literature

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Conclusion and next steps