Neural Networks and Applications Online Course, IIT Kharagpur http://freevideolectures.com Lecture 1: Lec-1 Introduction to Artificial Neural Networks http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/1 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 2: Lec-2 Artificial Neuron Model and Linear Regression http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/2 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 3: Lec-3 Gradient Descent Algorithm http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/3 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 4: Lec-4 Nonlinear Activation Units and Learning Mechanisms http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/4 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 5: Lec-5 Learning Mechanisms-Hebbian,Competitive,Boltzmann http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/5 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 6: Lec-6 Associative memory http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/6 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 7: Lec-7 Associative Memory Model http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/7 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 8: Lec-8 Condition for Perfect Recall in Associative Memory http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/8 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 9: Lec-9 Statistical Aspects of Learning http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/9 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 10: Lec-10 V.C. Dimensions: Typical Examples http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/10 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 11: Lec-11 Importance of V.C. Dimensions Structural Risk Minimization http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/11 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 12: Lec-12 Single-Layer Perceptions http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/12 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 13: Lec-13 Unconstrained Optimization: Gauss-Newtons Method http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/13 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 14: Lec-14 Linear Least Squares Filters http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/14 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 15: Lec-15 Least Mean Squares Algorithm http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/15 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 16: Lec-16 Perceptron Convergence Theorem http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/16 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 17: Lec-17 Bayes Classifier&Perceptron: An Analogy http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/17 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 18: Lec-18 Bayes Classifier for Gaussian Distribution http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/18 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 19: Lec-19 Back Propagation Algorithm http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/19 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 20: Lec-20 Practical Consideration in Back Propagation Algorithm http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/20 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 21: Lec-21 Solution of Non-Linearly Separable Problems Using MLP http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/21 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 22: Lec-22 Heuristics For Back-Propagation http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/22 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 23: Lec-23 Multi-Class Classification Using Multi-layered Perceptrons http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/23 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 24: Lec-24 Radial Basis Function Networks: Cover's Theorem http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/24 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 25: Lec-25 Radial Basis Function Networks: Separability&Interpolation http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/25 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 26: Lec-26 Radial Basis Function as ill-Posed Surface Reconstruc http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/26 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 27: Lec-27 Solution of Regularization Equation: Greens Function http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/27 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 28: Lec-28 Use of Greens Function in Regularization Networks http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/28 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 29: Lec-29 Regularization Networks and Generalized RBF http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/29 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 30: Lec-30 Comparison Between MLP and RBF http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/30 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 31: Lec-31 Learning Mechanisms in RBF http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/31 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 32: Lec-32 Introduction to Principal Components and Analysis http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/32 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 33: Lec-33 Dimensionality reduction Using PCA http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/33 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 34: Lec-34 Hebbian-Based Principal Component Analysis http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/34 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 35: Lec-35 Introduction to Self Organizing Maps http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/35 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 36: Lec-36 Cooperative and Adaptive Processes in SOM http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/36 Sun, 07 Nov 2010 00:00:00 -0600 Lecture 37: Lec-37 Vector-Quantization Using SOM http://freevideolectures.com/Course/2677/Neural-Networks-and-Applications/37 Sun, 07 Nov 2010 00:00:00 -0600