Probabilistic Programming in Python. Bayesian Inference and Algorithms
Bayesian methods scare many "IT people" with their formulas, but it is impossible to avoid statistical analysis and probabilities now. Cameron Davidson-Pilon talks about the Bayesian method from the perspective of a practical programmer working with the multifunctional language PyMC...
and the libraries NumPy, SciPy, and Matplotlib. Uncovering the role of Bayesian inference in A/B testing, fraud detection, and other pressing tasks, you will not only easily understand this non-trivial topic but also start applying it.
Bayesian methods scare many "IT people" with their formulas, but it is impossible to avoid statistical analysis and probabilities now. Cameron Davidson-Pilon talks about the Bayesian method from the perspective of a practical programmer working with the multifunctional language PyMC and the libraries NumPy, SciPy, and Matplotlib. Uncovering the role of Bayesian inference in A/B testing, fraud detection, and other pressing tasks, you will not only easily understand this non-trivial topic but also start applying it.
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