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Computational Intelligence

All lectures: All lectures at the Academy of Intelligence on the discipline: computational intelligence. These fascinating lectures provide us with the opportunity to explore the deep principles and phenomena underlying our knowledge and our desire to understand the world.
1. Introduction into Computational intelligence
2. Theory of fuzzy systems
3. Fuzzy logic, fuzzy sets and fuzzy calculations
4. Fuzzy Inference Algorithms
5. ADAPTIVE GENETIC ALGORITHM FOR “SOFT” EVOLUTION CALCULATIONS
6. The use of hybrid systems of computational intelligence to select a rational option for management decisions
7. Computing Machines and Mind
8. Kohonen self-organizing maps
9. Limited Boltzmann machine
10. Neural network optimization methods (gradient descent method, Nesterov, Adagrad, RMSProp and Adadelta, Adam, Adamax)
11. Impulse neural network
12. Neuron, learning, error. assignment of a neuron displacement, gradient descent and moment (momentum), the method of back propagation of error, the essence of retraining
13. Neural Network Tips
14. Recurrent Neural Networks
15. Ways to normalize input data for non-network
16. The implementation of the classic neuron and the Hopfield network in javascript
17. Квантовые нейронные сети ( QNN )
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