AI, 特別是深度學習的 ABC 是 Algorithm, Big data, and Computation.
Math AI - Deterministic and Probabilistic?
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Machine learning 就是一個 deterministic 和 probabilistic 擺盪和交織的過程。
跨平臺 Markdown Plus MathJax Blog Editing 分享
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我常用的計算平臺包含：MacBook air/pro (Mac OS), PC (Windows 10), and iPad air (iPad OS).
Math AI - Diffusion Generative Model Extended from VAE
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Math AI - Variational Autoencoder Vs. Variational EM Algorithm
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| [^1]: 科學空間 notation: $\tilde{p}(x,z) = \tilde{p}(x) q(z | x)$ and $p(x,z) = p(x | z) p(z)$, where $\tilde{p}(x)$ is the native image distribution. |
Math ML - Maximum Likelihood Vs. Bayesian
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Reference
- [@poczosCllusteringEM2015]
- [@matasExpectationMaximization2018] good reference
- [@choyExpectationMaximization2017]
- [@tzikasVariationalApproximation2008] excellent introductory paper
Math AI - From EM to Variational Bayesian Inference
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English
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語音語調和節奏
Math AI - ML Estimation To EM Algorithm For Hidden Data
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Jekyll Memo for Github Blog
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幾個重點