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 gregorygundersen.com
Hamiltonian Monte Carlo
| | twiecki.io
whilemy_mcmc:gently(samples) - MCMC sampling for dummies
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| | 667-per-cm.net
Markov Chain Monte Carlo methods and logistic regression | 667 per centimeter
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| | This post could also be subtitled "Residual deviance isn't the whole story." My favorite book on logistic regression is by Dr Joseph Hilbe, Logistic Regression Models, CRC Press, 2009, Chapman & Hill. It is a solidly frequentist text, but its discussion of models and rich examples make that besides the point. Except in one case....
| | erikbern.com
The hacker's guide to uncertainty estimates ยท Erik Bernhardsson
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| | I made a New Year's resolution: every plot I make during 2018 will contain uncertainty estimates. Nine months in and I have learned a lot, so I put together a summary of some of the most useful methods.
| | iamirmasoud.com
Machine Learning Interview: Classical Algorithms
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| Amir Masoud Sefidian