11: Kognitive Systeme, Vorlesung, SS 2018, 06.06.2018

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0:00:00 Start
0:03:05 Last Lecture
0:08:40 Hierarchical Clustering
0:09:10 Dendrogram for hierarchical clustering
0:11:08 Similarity
0:12:19 Three illustrative examples
0:13:19 Results of the nearest-neighbor algorithm
0:13:48 Results of the furthest-neighbor algorithm
0:15:33 Pattern Recognition
0:16:32 The Perceptron
0:17:50 Decision Function g(x)
0:21:59 Perceptions - Nonlinearities
0:23:21 The Perception
0:26:08 Classifier Discriminant Functions
0:26:33 Linear Discriminant Functions
0:27:06 Perceptron
0:32:47 Perception Criterion Function
0:40:25 Linearly Separable Samples and the Solution Region in Weight Space
0:43:15 The Perseptron Criterion Function
0:45:30 Finding a Solution Region by Gradient Search
1:01:45 Perceptron Learning
1:02:14 Variations
1:04:30 Effects of the Margin on the Solution Region
1:04:58 Nonseparable behavior
1:06:48 The Perceptron
1:12:50 Networks of Neurons/ Multi-Layer Perceptron
1:14:37 The brain is
1:15:58 Von Neumann Computer - Neural Computation
1:17:57 Networks of Neurons
1:26:08 Training the MLP by Error Back-Propagation
1:28:06 Backpropagation of Error