?屬性????????????大小?????日期????時(shí)間???名稱
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?????文件?????345963??2015-01-26?11:54??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)?前言?（各章內(nèi)容簡(jiǎn)介）.pdf

?????文件????1911717??2015-01-26?11:08??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第一章?Introduction（機(jī)器學(xué)習(xí)基本概念、學(xué)習(xí)理論、模型選擇、維災(zāi)）.pdf

?????文件????1356601??2015-01-26?11:18??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第七章?Sparse?Kernel?Machines（支持向量機(jī)?support?vector?machine?；KKT條件；RVM）.pdf

?????文件????2355843??2015-01-26?11:10??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第三章?Linear?Models?for?Regression（線性基函數(shù)模型、正則化方法、貝葉斯線性回歸等）.pdf

?????文件????1090656??2015-01-26?11:19??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第九章?Mixture?Models?and?EM（Kmeans；混合高斯模型以及EM（Expectation?Maximization）算法；一般EM算法性質(zhì)的推導(dǎo)和證明）.pdf

?????文件????1345767??2015-01-26?11:09??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第二章?Probability?Distributions（貝塔-二項(xiàng)式、狄利克雷-多項(xiàng)式共軛、高斯分布、指數(shù)族等）.pdf

?????文件?????997752??2015-01-26?11:12??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第五章?Neural?Networks（神經(jīng)網(wǎng)絡(luò)、BP誤差后向傳播鏈?zhǔn)角髮?dǎo)法則、正則化、卷積網(wǎng)絡(luò)）.pdf

?????文件?????958485??2015-01-26?11:19??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第八章?Graphical?Models（貝葉斯網(wǎng)絡(luò)和馬爾科夫隨機(jī)場(chǎng)的概念、聯(lián)合概率分解、條件獨(dú)立表示；圖的概率推斷inference）.pdf

?????文件????1015815??2015-01-26?11:14??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第六章?Kernel?Methods（核函數(shù)，線性回歸的Dual?Representations；高斯過(guò)程?Gaussian?Processes的協(xié)方差矩陣形式、超參、預(yù)測(cè)等）.pdf

?????文件?????906710??2015-01-26?11:21??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第十一章?Sampling?Methods（MCMC?Markov?Chain?Monte?Carlo，細(xì)致平穩(wěn)條件；Metropolis-Hastings，Gibbs?Sampling；Slice?Sampling、Hamiltonian?MCMC）.pdf

?????文件?????727694??2015-01-26?11:22??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第十三章?Sequential?Data（Hidden?Markov?Models及其EM求解、HMM的預(yù)測(cè)和解碼）.pdf

?????文件?????732411??2015-01-26?11:28??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第十二章?Continuous?Latent?Variables（PCA?Principal?Component?Analysis；PPCA；核PCA；Autoencoder、非線性流形思想）.pdf

?????文件????1397959??2015-01-26?11:32??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第十四章?Combining?Models（committees；Boosting、AdaBoost；決策樹(shù)和條件混合模型）.pdf

?????文件????1414062??2015-01-26?11:20??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第十章?Variational?Inference（近似推斷、變分推斷用到的KL散度、根據(jù)平均場(chǎng)?Mean?Field?思想的分解及迭代求最優(yōu)解）.pdf

?????文件????2809542??2015-01-26?11:11??PRML讀書(shū)會(huì)各章PDF文件\PRML讀書(shū)會(huì)第四章?Linear?Models?for?Classification（貝葉斯marginalization、Fisher線性判別、感知機(jī)、概率生成和判別模型、邏輯回歸）.pdf

?????目錄??????????0??2015-01-26?15:51??PRML讀書(shū)會(huì)各章PDF文件

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