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Last updated:

September 28, 2022

Duration:

Unlimited Duration

FREE

This course includes:

Unlimited Duration

Badge on Completion

Certificate of completion

Unlimited Duration

Description

This course presents the main concepts of decision analysis, artificial intelligence, and predictive model construction and evaluation in the specific context of medical applications.

The advantages and disadvantages of using these methods in real-world systems are emphasized, while students gain hands-on experience with application specific methods. The technical focus of the course includes decision analysis, knowledge-based systems (qualitative and quantitative), learning systems (including logistic regression, classification trees, neural networks), and techniques to evaluate the performance of such systems.

Course Curriculum

  • Introduction to Course Unlimited
  • Decision Analysis 1 Unlimited
  • Decision Analysis 2, Linear Regression Unlimited
  • Logistic Regression, MLE Unlimited
  • Evaluation Unlimited
  • Ensemble Models Unlimited
  • PCA, LDA Unlimited
  • Unsupervised Learning Unlimited
  • Neural Networks Unlimited
  • Review Unlimited
  • Survival Analysis Unlimited
  • Statistical Learning Theory Unlimited
  • Model Construction Schemas 1 Unlimited
  • Analysis of Problems, Complexity Unlimited
  • Bioinformatics 1 (Hypothesis Generation, Sequence Alignment) Unlimited

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Massachusetts Institute of Technology
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