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1The human brainDownloadPDF unavailable
2Introduction to Neural NetworksDownloadPDF unavailable
3Models of a neuronDownloadPDF unavailable
4Feedback and network architecturesDownloadPDF unavailable
5Knowledge representationDownloadPDF unavailable
6Prior information and invariancesDownloadPDF unavailable
7Learning processesDownloadPDF unavailable
8Perceptron 1DownloadPDF unavailable
9Perceptron 2DownloadPDF unavailable
10Batch perceptron algorithmDownloadPDF unavailable
11Perceptron and Bayes classifierDownloadPDF unavailable
12Linear regression 1DownloadPDF unavailable
13Linear regression 2DownloadPDF unavailable
14Linear regression 3DownloadPDF unavailable
15Logistic regressionDownloadPDF unavailable
16Multi-layer perceptron 1DownloadPDF unavailable
17Multi-layer perceptron 2DownloadPDF unavailable
18Back propagation 1DownloadPDF unavailable
19Back propagation 2DownloadPDF unavailable
20XOR problemDownloadPDF unavailable
21Universal approximation functionDownloadPDF unavailable
22Complexity Regularization and Cross validationDownloadPDF unavailable
23Convolutional Neural Networks (CNN)DownloadPDF unavailable
24Cover’s TheoremDownloadPDF unavailable
25Multivariate interpolation problemDownloadPDF unavailable
26Radial basis functions (RBF)DownloadPDF unavailable
27Recursive least squares algorithmDownloadPDF unavailable
28Comparison of RBF with MLPDownloadPDF unavailable
29Kernel regression using RBFsDownloadPDF unavailable
30Kernel FunctionsDownloadPDF unavailable
31Basics of constrained optimizationDownloadPDF unavailable
32Optimization with equality constraintDownloadPDF unavailable
33Optimization with inequality constraintDownloadPDF unavailable
34Support Vector Machines (SVM)DownloadPDF unavailable
35Optimal hyperplane for linearly separable patternsDownloadPDF unavailable
36Quadratic optimization for finding optimal hyperplaneDownloadPDF unavailable
37Optimal hyperplane for non-linearly separable patternsDownloadPDF unavailable
38Inner product kernel and Mercer’s theoremDownloadPDF unavailable
39Optimal design of an SVMDownloadPDF unavailable
40ε-insensitive loss functionDownloadPDF unavailable
41XOR problem revisited using SVMsDownloadPDF unavailable
42Hilbert SpaceDownloadPDF unavailable