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Capstone Assignment - CDSS 5
  • Level Professional
  • Duration 3 hours
  • Course by University of Glasgow
  • Offered by

About

This course is a capstone assignment requiring you to apply the knowledge and skill you have learnt throughout the specialization. In this course you will choose one of the areas and complete the assignment to pass.

Modules

IMOPORTANT COURSE INFORMATION

    • 1 Readings
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1 Readings

  • IMPORTANT COURSE INFORMATION

Permutation feature importance on the MIMIC critical care database

    • 2 Readings
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2 Readings

  • Interpretability of in-hospital mortality classification using Permutation Feature Importance and logistic regression
  • Interpretability of in-hospital mortality classification using Permutation Feature Importance and an LSTM model

Quiz

    • 1 Assignment
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1 Assignment

  • Permutation feature importance on the MIMIC critical care database

LIME on the MIMIC critical care database

    • 2 Readings
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2 Readings

  • Interpretability of in-hospital mortality classification using LIME and logistic regression
  • Interpretability of in-hospital mortality classification using LIME and an LSTM

Quiz

    • 1 Assignment
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1 Assignment

  • LIME on the MIMIC critical care database

Grad-CAM on the MIMIC critical care database

    • 1 Readings
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1 Readings

  • Interpretability of in-hospital mortality classification using Gradient-weighted Class Activation Mapping and an LSTM model

Quiz

    • 1 Assignment
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1 Assignment

  • Grad-CAM on the MIMIC critical care database

Auto Summary

This professional-level capstone course in Data Science & AI, offered by Coursera, challenges you to apply the skills and knowledge acquired throughout the specialization. With a duration of 180 hours, you'll complete an assignment in your chosen area to pass. Subscription options include Starter, Professional, and Paid, catering to dedicated learners ready to demonstrate their expertise.

Fani Deligianni
Instructor

Fani Deligianni