notes
(
index
)
Statistical rethinking by Richard McElreath in 2020
books
,
probabilistic inference
,
pyro
,
computation
Code
Du Phan’s implementation of Statistical rethinking in pyro
https://github.com/pymc-devs/resources/tree/master/Rethinking
Outline
Preface
Chapter 1. The Golem of Prague
Chapter 2. Small Worlds and Large Worlds
Chapter 3. Sampling the Imaginary
Chapter 4. Geocentric Models
Chapter 5. The Many Variables & The Spurious Waffles
Chapter 6. The Haunted DAG & The Causal Terror
Chapter 7. Ulysses’ Compass
Chapter 8. Conditional Manatees
Chapter 9. Markov Chain Monte Carlo
Chapter 10. Big Entropy and the Generalized Linear Model
Chapter 11. God Spiked the Integers
Chapter 12. Monsters and Mixtures
Chapter 13. Models With Memory
Chapter 14. Adventures in Covariance
Chapter 15. Missing Data and Other Opportunities
Chapter 16. Generalized Linear Madness
Chapter 17. Horoscopes
Links to this note
open documents
Applications of probabilistic inference to the interpretation of simple experiments
probabilistic inference
pyro
Du Phan
Du Phan's implementation of Statistical rethinking in pyro