Search - EM Clustering

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[Other] maxwell DL : 0: Max Welling s Notes 原网页是PS格式的，我都转成了pdf格式方便阅读，机器学习算法相关，都是一些相对基础的算法，这个笔记把很多算法的精髓都整理的很清楚，适合初学者入门看，以及一些新的算法里面可能没有涉及，在英文描述中我把里面涉及的算法列了一下，按需求下载吧。-Max Welling s Notes。Statistical Estimation [ps] - bayesian estimation - maximum a posteriori (MAP) estimation - maximum likelihood (ML) estimation - Bias/Variance tradeoff & minimum description length (MDL) Expectation Maximization (EM) Algorithm [ps] - detailed derivation plus some examples Supervised Learning (Function Approximation) [ps] - mixture of experts (MoE) - cluster weighted modeling (CWM) Clustering [ps] - mixture of gaussians (MoG) - vector quantization (VQ) with k-means. Linear Models [ps] - factor analysis (FA) - probabilistic principal component analysis (PPCA) - principal component analysis (PCA) Independent Component Analysis (ICA) [ps] - noiseless ICA - noisy ICA - variational ICA Mixture of Factor Analysers (MoFA) [ps] - derivation of learning algorithm Hidden Markov Models (HMM) [ps] - viterbi decoding algorithm - Baum-Welch learning algorithm Kalman Filters (KF) [ps] - kalman filter algorithm (very detailed derivation) -
Date : 2025-12-19 Size : 1.16mb User : 陈希