machine_learning_cmu_2015

mkv   Hot：735   Size：103.54 GB   Created：2017-09-13 16:55:59   Update：2021-09-27 08:15:28  

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File List

  • Bayes Classifier (19) - Machine Learning 10-715 Fall 2015-jVjecjAuF-Y.mp4 205.23 MB
    Big data and scalability (21) - Machine Learning 10-715 Fall 2015-ax_Oao-IPDk.mp4 1.1 GB
    Clustering (5) - Machine Learning 10-715 Fall 2015-mXXk77sSWAs.mkv 1.35 GB
    Clustering (6) - Machine Learning 10-715 Fall 2015-0yYh4HKNymo.mp4 1002.41 MB
    Conditional Random Fields and Exponential Families (17) - Machine Learning 10-715 Fall 2015-Yq_CLto7IWY.mp4 12.25 GB
    Deep Learning (3) Machine Learning 10-715 Fall 2015-rCHao5GwvK8.mp4 11.79 GB
    Deep Learning (4) - Machine Learning 10-715 Fall 2015-cL0Dm_YUkP4.mkv 1.24 GB
    DeepNetworks.pdf 36.95 MB
    Directed Graphical Models (14) - Machine Learning 10-715 Fall 2015-fX1SBPZXOpo.mkv 11.53 GB
    EM, PCA(7) - Machine Learning 10-715 Fall 2015-RI6PYd3Rp9A.mp4 1.14 GB
    EM.pdf 1.9 MB
    Final Presentation 1 (22) -- Machine Learning 10-715 Fall 2015-chMKz97JFW8.mkv 1003.43 MB
    Gaussian Process(11) - Machine Learning 10-715 Fall 2015-nbAaSBuM2Ss.mp4 1.04 GB
    GP.pdf 2.33 MB
    GraphicalModels.pdf 14.76 MB
    Hidden Markov Models (16) - Machine Learning 10-715 Fall 2015-pIcfZ--FoPA.mkv 10.98 GB
    ICA, Manifold Learning(13) - Machine Learning 10-715 Fall 2015-BYpVfW-L4SA.mkv 1.13 GB
    ICA.pdf 1.97 MB
    Latent Space Model, ICA(12) - Machine Learning 10-715 Fall 2015-rLUuU91L_AQ.mkv 1.05 GB
    Learning Theory (18) - Machine Learning 10-715 Fall 2015-hTcnovu_NIQ.mp4 1.12 GB
    LearningWithKernels.pdf 41.95 MB
    Lecture1_Introduction.pdf 1.63 MB
    ManifoldLearning.pdf 3.03 MB
    Message Passing and Inference (15) - Machine Learning 10-715 Fall 2015-z7gchqXubVY.mkv 10.67 GB
    MLE_MAP_BayesClassifier.pdf 1.94 MB
    Optimization and Support Vector Machines (9) - Machine Learning 10-715 Fall 2015-rulAFgBotB4.mkv 12.82 GB
    PCA.pdf 1.68 MB
    Perceptron (2) - Machine Learning 10-715 Fall 2015-ekZ9MoOOiR4.mkv 8.21 GB
    Principal Component Analysis (7b) - Machine Learning 10-715 Fall 2015-TO6Zw1Q2-Qk.mp4 4.21 GB
    RiskMin.pdf 2.31 MB
    Supervised Learning (1b) - Machine Learning 10-715 Fall 2015-waDiUMaIOfg.webm 5.15 GB
    Unconstrained Optimization (8) - Machine Learning 10-715 Fall 2015-dQFN1nveIFw.mp4 3.43 GB
    VC dimension, Manifold Learning (20) - Machine Learning 10-715 Fall 2015-70u7Bfk-5rg.mkv 1.07 GB
    VCdimension.pdf 2.06 MB

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