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41.
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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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42.
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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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43.
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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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44.
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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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45.
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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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46.
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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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47.
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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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48.
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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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49.
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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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50.
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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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51.
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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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52.
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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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53.
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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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54.
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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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55.
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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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56.
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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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57.
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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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58.
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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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59.
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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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60.
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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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