Issue of fairness in Machine Learning, The What-If Tool.

Google’s open source tool for analysing machine learning models without coding.

INTRODUCTION

What is fairness?

The term fairness is very subjective and it can mean a lot of things to each different individual.

ROLE OF WHAT-IF TOOL

The What-If Tool, showing a set of 250 face pictures and their results from a model that detects smiles.

ADVANTAGES

Some major advantages of the What-If Tool

OVERVIEW OF THE TOOL

Here is a screenshot of the tool in real life use.
  • Right panel is the area where you can visualize your data on a graph, select data points and see how your ML model predicts for each data point.
  • Left panel is the area where you can edit each data point, modify your data, play with fairness, etc. It basically controls what gets presented on the right side of the screen.
  • Datapoint Editor Tab,
  • Performance & Fairness Tab, and
  • Features Tab

1. Datapoint Editor Tab

2. Performance & Fairness Tab

3. Features Tab

CONCLUSION

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