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21.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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22.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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23.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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24.
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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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25.
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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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26.
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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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27.
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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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28.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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29.
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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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30.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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31.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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32.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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33.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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34.
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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;
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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35.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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36.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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37.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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38.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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39.
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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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40.
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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
Material type: Computer file Computer file; Format: electronic
Publication details: Bangalore Indian Insitiute of Science
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