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Machine Learning by Mind Map: Machine Learning

1. Classification Based on Goal, Tasks, Target Function

1.1. Prediction

1.2. Regression

1.3. Classification

1.4. Clustering

1.5. Planning

2. Classification Based on the Model

2.1. Decision trees

2.2. Linear separators

2.3. Neural networks

2.4. Genetic programming

2.5. Evolutionary algorithms

2.6. Graphical models

2.7. Support vector machines

2.8. Hidden Markov models

3. Classification Based on the Learning Rules

3.1. Gradient descent

3.2. Least square error

3.3. Expectation maximization

3.4. margin maximization

4. Classification Based on Experience

4.1. Supervised learning

4.2. Unsupervised learning

4.3. Active learning

4.4. Reinforcement learning