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| Name | Genetic Algorithm with Solved Example(Selection,Crossover,Mutation) |
| Video Uploader | Video From btech tutorial |
| Upload Date | This Video Uploaded At 14-03-2020 17:42:55 |
| Video Discription | #geneticalgorithm #softcomputing #machinelearning #datamining #neuralnetwork If you like the content, support the channel by clicking on Thanks. What is Genetic Algorithm? Flow Chart for the Algorithm Genetic Operators-Selection, Crossover, Mutation Solved Example Introduction:1.1 Biological neurons, McCulloch and Pitts models of neuron, Types of activation function, Network architectures, Knowledge representation, Hebb net 1.2 Learning processes: Supervised learning, Unsupervised learning and Reinforcement learning 1.3 Learning Rules : Hebbian Learning Rule, Perceptron Learning Rule, Delta Learning Rule, Widrow-Hoff Learning Rule, Correlation Learning Rule, WinnerTake-All Learning Rule 1.4 Applications and scope of Neural Networks 10 2 Supervised Learning Networks : 2.1 Perception Networks – continuous & discrete, Perceptron convergence theorem, Adaline, Madaline, Method of steepest descent, – least mean square algorithm, Linear & non-linear separable classes & Pattern classes, 2.2 Back Propagation Network, 2.3 Radial Basis Function Network. 12 3 Unsupervised learning network: 3.1 Fixed weights competitive nets, 3.2 Kohonen Self-organizing Feature Maps, Learning Vector Quantization, 3.3 Adaptive Resonance Theory – 1 06 4 Associative memory networks: 4.1 Introduction, Training algorithms for Pattern Association, 4.2 Auto-associative Memory Network, Hetero-associative Memory Network, Bidirectional Associative Memory, 4.3 Discrete Hopfield Networks. 08 5 Fuzzy Logic: 5.1 Fuzzy Sets, Fuzzy Relations and Tolerance and Equivalence 5.2 Fuzzification and Defuzzification 5.3 Fuzzy Controllers |
| Category | Education |
| Tags | genetic algorithm | nishant mittal | btech tutorial | selection | mutation | crossover | soft computing | machine learning | data mining | kohenen | back propagation | genetic | deep learning | cnn | neural networks | fuzzy | rough sets | cse | it | information technology | vit |
