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This article was written by Talia Shakhnovsky, a Financial Analyst at I Know First. 

Interpreting Interpretability in Algorithmic Trading

“If a machine learning model performs well, why [don’t] we just trust the model and ignore why it made a certain decision?” – Christoph Molnar, author of Interpretable Machine Learning

Summary:

• An Anecdote on Algorithmic Interpretability
• What is Machine Learning?
• Interpreting Interpretability
• Is Interpretability Ever Insignificant?
• The Importance of Algorithmic Interpretability
• Algorithmic Trading: Interpretability in I Know First’s Forecasts

An Anecdote on Algorithmic Interpretability

Envision the near future. Self-driving vehicles roam the roads, and car accidents are a nightmare from the past. Society questions how people could have driven such dangerous machines they weren’t qualified to control.

Until, one day, a headline reads, “BREAKING: Bicyclist Dead in Hit-and-Run”. Shock

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