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MachineLearning

Exercise 1

1. Principle Component Analysis

2. Linear Discriminant Analysis (LDA Classifier)

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3. Bayes Classifier

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4. Minimum Risk

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Exercise 2

1. Neural Network Architecture

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2. Gradient Descent Linear Regression

3. Sigmoid and SoftMax neurons: Approximate optimization using SGD

4. Feature Selection – Classification – Cross Validation – Overfitting

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