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31	A Course in Machine Learning Hal Daumé III 5 \| B EYOND B INARY C LASSIFICATION Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:38 Artificial intelligence Perceptron Multiclass classification Linear classifier Supervised learning Binary classification K-nearest neighbor algorithm AdaBoost Margin classifier Statistics Machine learning Statistical classification
32	A Course in Machine Learning Hal Daumé III 14 \| E XPECTATION M AXIMIZATION Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:33 Machine learning Cluster analysis Expectation–maximization algorithm Missing data Maximum likelihood Mixture model K-means clustering Likelihood-ratio test Dimensional analysis Statistics Estimation theory Statistical theory
33	A Course in Machine Learning Hal Daumé III 3 \| T HE P ERCEPTRON Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:37 Perceptron Artificial intelligence Margin classifier Feedforward neural network Neural networks Statistics Mathematics
34	A Course in Machine Learning Hal Daumé III 18 \| S TRUCTURED L EARNING TASKS Add to Reading List Source URL: ciml.info - Date: 2014-09-24 16:08:35
35	A Course in Machine Learning Hal Daumé III 12 \| E FFICIENT L EARNING Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:32 Search algorithms Stochastic optimization Computational statistics Neural networks Learning Mathematical optimization Stochastic gradient descent Perceptron Hash function Statistics Numerical analysis Machine learning
36	A Course in Machine Learning Hal Daumé III 13 \| U NSUPERVISED L EARNING Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:33 Data analysis Singular value decomposition Dimension reduction Principal component analysis K-means clustering Spectral clustering Nonlinear dimensionality reduction Cluster analysis Supervised learning Statistics Multivariate statistics Machine learning
37	A Course in Machine Learning Hal Daumé III 17 \| O NLINE L EARNING Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:35 Theoretical computer science Cybernetics Perceptron Winnow Algorithm Online machine learning Machine learning Neural networks Applied mathematics
38	A Course in Machine Learning Hal Daumé III 4 \| P RACTICAL I SSUES Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:37 Neural networks Perceptron Natural language processing Computer vision Image processing K-nearest neighbor algorithm Precision and recall Statistical classification Feature Machine learning Artificial intelligence Science
39	A Course in Machine Learning Hal Daumé III Copyright © 2014 Hal Daumé III Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:29 Statistics Supervised learning Overfitting Recommender system Inductive bias Computational learning theory Algorithm Statistical classification Perceptron Machine learning Learning Artificial intelligence
40	A Course in Machine Learning Hal Daumé III 8 \| N EURAL N ETWORKS Add to Reading List Source URL: ciml.info Language: English - Date: 2014-09-24 16:08:30 Neuroscience Backpropagation Perceptron Artificial neuron Activation function Feedforward neural network Early stopping Recurrent neural network Neural networks Cybernetics Science

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