Modules / Lectures
Module NameDownload

Sl.No Chapter Name English
1Introduction to Artificial Neural NetworksPDF unavailable
2Artificial Neuron Model and Linear RegressionPDF unavailable
3Gradient Descent AlgorithmPDF unavailable
4Nonlinear Activation Units and Learning MechanismsPDF unavailable
5Learning Mechanisms-Hebbian,Competitive,BoltzmannPDF unavailable
6Associative memoryPDF unavailable
7Associative Memory ModelPDF unavailable
8Condition for Perfect Recall in Associative MemoryPDF unavailable
9Statistical Aspects of LearningPDF unavailable
10V.C. Dimensions: Typical ExamplesPDF unavailable
11Importance of V.C. Dimensions Structural Risk MinimizationPDF unavailable
12Single-Layer PerceptionsPDF unavailable
13Unconstrained Optimization: Gauss-Newton's MethodPDF unavailable
14Linear Least Squares FiltersPDF unavailable
15Least Mean Squares AlgorithmPDF unavailable
16Perceptron Convergence TheoremPDF unavailable
17Bayes Classifier & Perceptron: An AnalogyPDF unavailable
18Bayes Classifier for Gaussian DistributionPDF unavailable
19Back Propagation AlgorithmPDF unavailable
20Practical Consideration in Back Propagation AlgorithmPDF unavailable
21Solution of Non-Linearly Separable Problems Using MLPPDF unavailable
22Heuristics For Back-PropagationPDF unavailable
23Multi-Class Classification Using Multi-layered PerceptronsPDF unavailable
24Radial Basis Function Networks: Cover's TheoremPDF unavailable
25Radial Basis Function Networks: Separability & InterpolationPDF unavailable
26Posed Surface ReconstructionPDF unavailable
27Solution of Regularization Equation: Greens FunctionPDF unavailable
28Use of Greens Function in Regularization NetworksPDF unavailable
29Regularization Networks and Generalized RBFPDF unavailable
30Comparison Between MLP and RBFPDF unavailable
31Learning Mechanisms in RBFPDF unavailable
32Introduction to Principal Components and AnalysisPDF unavailable
33Dimensionality reduction Using PCAPDF unavailable
34Hebbian-Based Principal Component AnalysisPDF unavailable
35Introduction to Self Organizing MapsPDF unavailable
36Cooperative and Adaptive Processes in SOMPDF unavailable
37Vector-Quantization Using SOMPDF unavailable

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1EnglishNot Available
2BengaliNot Available
3GujaratiNot Available
4HindiNot Available
5KannadaNot Available
6MalayalamNot Available
7MarathiNot Available
8TamilNot Available
9TeluguNot Available