How to decide on an AI project
"Is the model good enough" is the wrong question. The right one is answered with four numbers, and sometimes the answer is "no accuracy is enough".
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Sources
- Provost, F. & Fawcett, T. 2013 · Data Science for Business · O'Reilly
- Sculley, D. et al. 2015 · Hidden Technical Debt in Machine Learning Systems · NeurIPS 2015
- Zhu, W. et al. 2010 · Sensitivity, Specificity, Accuracy, Associated Confidence Interval and ROC Analysis · NESUG 2010
- Bansal, G. et al. 2021 · Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance · CHI 2021
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