====== Lectures ======

^   ^ Date  ^ Lecturer  ^ Contents ^ Materials ^
| 1  | 22.2. | Drchal  | Artificial Neural Networks – history, typical problems solved by ANNs, learning algorithms, perceptron |{{:courses:a4m33bia:a4m33bia-02ann_intro-2016.pdf|}} {{:courses:a4m33bia:ann01.nb.zip|Mathematica notebook}}| 
| 2  | 29.2. | Drchal  | MultiLayer perceptron (MLP), Radial Basis Function (RBF) & Group Method of Data Handling (GMDH) | {{:courses:a4m33bia:a4m33bia-02mlp_rbf_gmdh-2016.pdf|}}| 
| 3  | 7.3. | Drchal  | Backpropagation in detail & Deep Neural Networks (DNNs) | {{:courses:a4m33bia:a4m33bia-03backprop-2016.pdf|}} |
| 4  | 14.3.  | Kubalík | Standard genetic algorithm – evolutionary cycle, genetic operators, schema theorem | {{:courses:a4m33bia:a4m33bia_sga_2016.pdf|}}| 
| 5  | 21.3.  | Kubalík | Genetic programming – basic principles, applications | {{:courses:a4m33bia:a4m33bia_geneticprogramming_2015.pdf|}} |
| 6  | 28.3.  |         | Easter | |
| 7  | 4.4. | Drchal  | Time series processing, Recurrent Neural Networks (RNN), Jordan/Elman network, BPTT, RTRL, Echo State Networks, LSTM | {{:courses:a4m33bia:a4m33bia-06recurrent-2016.pdf|}}  |
| 8  | 11.4. | Drchal  | Unsupervised learning, Self-Organizing Map (SOM) | {{:courses:a4m33bia:a4m33bia-04som-2016.pdf|}} |
| 9  | 18.4. | Kubalík | Multiobjective optimization – dominance, Pareto-optimal solutions, NSGA-II, SPEA2 | {{:courses:a4m33bia:a4m33bia_moea_2015.pdf|}} |
| 10 | 25.4. | Kubalík | Evolutionary algorithms with real representation – Evolution strategy, crossover operators, differential evolution | {{:courses:a4m33bia:a4m33bia_realcodedea_2016.pdf|}} | 
| 11 | 2.5. | Kubalík | Evolutionary algorithms for dynamic optimization | {{:courses:a4m33bia:a4m33bia_eafordynamicoptimization_2015.pdf|}} |
| 12 | 9.5.  | Kubalík | Ant colony optimization, Particle swarm optimization | {{:courses:a4m33bia:a4m33bia_aco_pso_2016.pdf|}} |
| 13 | 16.5. | Drchal  | Neuroevolution. NEAT. Direct and indirect encoding of neural networks. Cellular Encoding and HyperNEAT | {{:courses:a4m33bia:a4m33bia-13neuroevolution-2016.pdf|}} {{:courses:a4m33bia:a4m33bia-13indirect-2016.pdf|}} |
| 14 | 23.5. | Kubalík / Drchal  | Reserve | |

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