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1281.
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Pattern Recognition: Sufficient Statistics; Recursive formulation of ML and Bayesian estimates / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Sufficient Statistics; Recursive formulation of ML and Bayesian estimates
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Publication details: Bangalore Indian Insitiute of Science
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1282.
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Pattern Recognition: "Mixture Densities, ML estimation and EM algorithm" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Mixture Densities, ML estimation and EM algorithm"
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Publication details: Bangalore Indian Insitiute of Science
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1283.
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Pattern Recognition: Convergence of EM algorithm; overview of Nonparametric density estimation / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Convergence of EM algorithm; overview of Nonparametric density estimation
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Publication details: Bangalore Indian Insitiute of Science
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1284.
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Pattern Recognition: "Convergence of EM algorithm, Overview of Nonparametric density estimation" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Convergence of EM algorithm, Overview of Nonparametric density estimation"
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Publication details: Bangalore Indian Insitiute of Science
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1285.
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Pattern Recognition: "Nonparametric estimation, Parzen Windows, nearest neighbour methods" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Nonparametric estimation, Parzen Windows, nearest neighbour methods"
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Publication details: Bangalore Indian Insitiute of Science
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1286.
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Pattern Recognition: Linear Discriminant Functions; Perceptron -- Learning Algorithm and convergence proof / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Linear Discriminant Functions; Perceptron -- Learning Algorithm and convergence proof
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Publication details: Bangalore Indian Insitiute of Science
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1287.
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Pattern Recognition: Linear Least Squares Regression; LMS algorithm / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Linear Least Squares Regression; LMS algorithm
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Publication details: Bangalore Indian Insitiute of Science
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1288.
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Pattern Recognition: AdaLinE and LMS algorithm; General nonliner least-squares regression / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering AdaLinE and LMS algorithm; General nonliner least-squares regression
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Publication details: Bangalore Indian Insitiute of Science
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1289.
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Pattern Recognition: Logistic Regression; Statistics of least squares method; Regularized Least Squares / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Logistic Regression; Statistics of least squares method; Regularized Least Squares
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Publication details: Bangalore Indian Insitiute of Science
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1290.
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Pattern Recognition: Fisher Linear Discriminant / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Fisher Linear Discriminant
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Publication details: Bangalore Indian Insitiute of Science
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1291.
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Pattern Recognition: Linear Discriminant functions for multi-class case; multi-class logistic regression / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Linear Discriminant functions for multi-class case; multi-class logistic regression
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Publication details: Bangalore Indian Insitiute of Science
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1292.
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Pattern Recognition: Learning and Generalization; PAC learning framework / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Learning and Generalization; PAC learning framework
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Publication details: Bangalore Indian Insitiute of Science
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1293.
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Pattern Recognition: Overview of Statistical Learning Theory; Empirical Risk Minimization / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Overview of Statistical Learning Theory; Empirical Risk Minimization
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Publication details: Bangalore Indian Insitiute of Science
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1294.
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Pattern Recognition: Consistency of Empirical Risk Minimization / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Consistency of Empirical Risk Minimization
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1295.
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Pattern Recognition: Consistency of Empirical Risk Minimization; VC-Dimension / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Consistency of Empirical Risk Minimization; VC-Dimension
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Publication details: Bangalore Indian Insitiute of Science
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1296.
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Pattern Recognition: Complexity of Learning problems and VC-Dimension / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Complexity of Learning problems and VC-Dimension
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Publication details: Bangalore Indian Insitiute of Science
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1297.
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Pattern Recognition: VC-Dimension Examples; VC-Dimension of hyperplanes / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering VC-Dimension Examples; VC-Dimension of hyperplanes
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1298.
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Pattern Recognition: Overview of Artificial Neural Networks / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Overview of Artificial Neural Networks
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Publication details: Bangalore Indian Insitiute of Science
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1299.
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Pattern Recognition: Multilayer Feedforward Neural networks with Sigmoidal activation functions; / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Multilayer Feedforward Neural networks with Sigmoidal activation functions;
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1300.
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Pattern Recognition: Backpropagation Algorithm; Representational abilities of feedforward networks / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Backpropagation Algorithm; Representational abilities of feedforward networks
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Publication details: Bangalore Indian Insitiute of Science
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