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2681.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2682.
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Pattern Recognition: Fisher Linear Discriminant / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Fisher Linear Discriminant
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2683.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2684.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2685.
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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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2686.
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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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Publication details: Bangalore Indian Insitiute of Science
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2687.
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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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2688.
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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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2689.
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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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Publication details: Bangalore Indian Insitiute of Science
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2690.
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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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2691.
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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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Publication details: Bangalore Indian Insitiute of Science
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2692.
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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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2693.
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Pattern Recognition: Feedforward networks for Classification and Regression; Backpropagation in Practice / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Feedforward networks for Classification and Regression; Backpropagation in Practice
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Publication details: Bangalore Indian Insitiute of Science
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2694.
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Pattern Recognition: Radial Basis Function Networks; Gaussian RBF networks / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Radial Basis Function Networks; Gaussian RBF networks
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Publication details: Bangalore Indian Insitiute of Science
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2695.
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Pattern Recognition: Learning Weights in RBF networks; K-means clustering algorithm / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Learning Weights in RBF networks; K-means clustering algorithm
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Publication details: Bangalore Indian Insitiute of Science
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2696.
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Pattern Recognition: "Support Vector Machines -- Introduction, obtaining the optimal hyperplane" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Support Vector Machines -- Introduction, obtaining the optimal hyperplane"
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2697.
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Pattern Recognition: SVM formulation with slack variables; nonlinear SVM classifiers / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering SVM formulation with slack variables; nonlinear SVM classifiers
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Publication details: Bangalore Indian Insitiute of Science
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2698.
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Pattern Recognition: Kernel Functions for nonlinear SVMs; Mercer and positive definite Kernels / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Kernel Functions for nonlinear SVMs; Mercer and positive definite Kernels
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Publication details: Bangalore Indian Insitiute of Science
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2699.
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Pattern Recognition: "Support Vector Regression and ?-insensitive Loss function, examples of SVM learning" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Support Vector Regression and ?-insensitive Loss function, examples of SVM learning"
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Publication details: Bangalore Indian Insitiute of Science
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2700.
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Pattern Recognition: Overview of SMO and other algorithms for SVM; ?-SVM and ?-SVR; SVM as a risk minimizer / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Overview of SMO and other algorithms for SVM; ?-SVM and ?-SVR; SVM as a risk minimizer
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Publication details: Bangalore Indian Insitiute of Science
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