University of Iowa

College of Liberal Arts and Sciences

• STAT:7400
• Syllabus
• Outline
• Notes
• Homework
• Resources

• Introduction.
• Basic Computer Architecture.
• Computer Arithmetic.

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• Numerical Linear Algebra.
• Introduction to Optimization.

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• Density Estimation and Smoothing.
• Additive Models.
• Machine Learning.

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• Simulation.
• Markov Chain Monte Carlo.

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• Bootstrap and Resampling Methods.
• Graphical Methods and Visualization.

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• Final Notes.