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Machine learning to predict a stroke using past medical history data

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Predicting Stroke 🧠

Description

I cleaned and explored a Kaggle stroke dataset to apply machine learning techniques (random forests and cross validation) to create a model to predict strokes using a patient’s past medical history data. An article was written explaining findings including likelihood of stroke and contributing factors. Spoiler alert: this model predicted a stroke with 81% precision and recall.

Tools/Libraries

  • Pandas
  • Python

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Future

I want to work on deploying this to a web app where users could enter their health data and predict the likelyhood of a stroke. A more robust dataset would be useful as well.

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Machine learning to predict a stroke using past medical history data

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