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2641.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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2642.
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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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2643.
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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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2644.
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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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2645.
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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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2646.
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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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2647.
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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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2648.
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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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2649.
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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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2650.
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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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2651.
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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"
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Publication details: Bangalore Indian Insitiute of Science
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2652.
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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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2653.
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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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2654.
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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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2655.
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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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2656.
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Pattern Recognition: Positive Definite Kernels; RKHS; Representer Theorem / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Positive Definite Kernels; RKHS; Representer Theorem
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Publication details: Bangalore Indian Insitiute of Science
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2657.
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Pattern Recognition: Feature Selection and Dimensionality Reduction; Principal Component Analysis / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Feature Selection and Dimensionality Reduction; Principal Component Analysis
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Publication details: Bangalore Indian Insitiute of Science
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2658.
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Pattern Recognition: No Free Lunch Theorem; Model selection and model estimation; Bias-variance trade-off / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering No Free Lunch Theorem; Model selection and model estimation; Bias-variance trade-off
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Publication details: Bangalore Indian Insitiute of Science
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2659.
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Pattern Recognition: Assessing Learnt classifiers; Cross Validation; / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering Assessing Learnt classifiers; Cross Validation;
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Publication details: Bangalore Indian Insitiute of Science
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2660.
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Pattern Recognition: "Bootstrap, Bagging and Boosting; Classifier Ensembles; AdaBoost" / P.S. Sastry by Series: NPTEL Lecture Series. Electronics And Communication Engineering "Bootstrap, Bagging and Boosting; Classifier Ensembles; AdaBoost"
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Publication details: Bangalore Indian Insitiute of Science
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