FREE
This course includes:
Unlimited Duration
Badge on Completion
Certificate of completion
Unlimited Duration
In this class, students use data and systems knowledge to build models of complex socio-technical systems for improved system design and decision-making.
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Massachusetts Institute of Technology
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Created by:
Last updated:
September 27, 2022
Duration:
Unlimited Duration
FREE
This course includes:
Unlimited Duration
Badge on Completion
Certificate of completion
Unlimited Duration
Description
In this class, students use data and systems knowledge to build models of complex socio-technical systems for improved system design and decision-making.
Students will enhance their model-building skills, through review and extension of functions of random variables, Poisson processes, and Markov processes; move from applied probability to statistics via Chi-squared t and f tests, derived as functions of random variables; and review classical statistics, hypothesis tests, regression, correlation and causation, simple data mining techniques, and Bayesian vs. classical statistics. A class project is required.
Course Curriculum
- Introduction and overview Unlimited
- 3-door problem Unlimited
- Analyzing a probability problem Unlimited
- Broken stick problem Unlimited
- Pedestrian crossing problem Unlimited
- Random incidence: A major source of selection bias Unlimited
- Random incidence and more Unlimited
- Spatial models Unlimited
- Markov processes and their application to queueing, part 1 Unlimited
- Markov processes and their application to queueing, part 2 Unlimited
- Queueing and transitions: Sampling from distributions, Gauss Unlimited
- Derived distributions to statistics Unlimited
- The Queue Inference Engine and the psychology of queueing Unlimited
- Beyond the physics of queueing Unlimited
- The Weibull distribution and parameter estimation Unlimited
- Hypothesis testing Unlimited
- Descriptive statistics and statistical graphics Unlimited
- Regression Unlimited
- Analysis of variance, with discussion of Bayesian and frequentist statistics Unlimited
- Multiple regression Unlimited
- Design of experiments, part 1 Unlimited
- Design of experiments, part 2 Unlimited
- Design of computer experiments Unlimited
About the instructor
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Massachusetts Institute of Technology
