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Bayesian analysis with python

  • Chapter 1 : 機率思維, 單變數推斷, 最大後驗密度HPD, 實驗設計, 分佈選擇, 可能性分佈選擇, 先驗分佈選擇, 共軛先驗, Beta分佈

  • Chapter 2 : 機率編程, 計算推斷, 網格計算, 二次近似, Metroplis-Hasting, Hamitonian Monte Carlo, MCMC

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