Intro to Bayesian Uncertainty Quantification
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About the Intro to Bayesian Uncertainty Quantification category
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1. Introduction to Uncertainty Quantification
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2. The Importance of Being Bayes: Introducing Bayes' Theorem
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3. Unpacking Bayes' Theorem: Prior, Likelihood and Posterior
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4. Prior and Posterior - Coin Flipping Walkthrough
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5. Linear Least Squares Breakdown and Bayesian Linear Regression
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6. Bayesian Linear Regression: A Coding Walkthrough
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7. Bayesian Parameter Estimation
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8. Bayesian Parameter Estimation: Walkthrough with COVID Example
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9. Conclusion, Certificate, and What Next?
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