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  1. Machine learning
Topic: Machine learning
Important! Subtopic: Dependency network
    Support vector machine Important! Random forest Important! Supervised learning Important! Bayesian network Important!
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Subtopic: Stochastic gradient descent
    Learning classifier system Mathematical optimization Genetic algorithm Genetic programming
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Subtopic: Artificial intelligence
    Algorithmic bias Abductive logic programming Expert system Automation
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Important! Subtopic: Artificial neural network
    Deep learning Unsupervised learning Neural network Backpropagation
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Subtopic: Principal component analysis
    Dimensionality reduction Cluster analysis Anomaly detection Nonlinear dimensionality reduction
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Important! Subtopic: Statistics
    Regression analysis Important! Statistical inference Important! Time series Model selection
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Subtopic: Signal processing
    Feature extraction Data compression Noise reduction Digital signal processing
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Subtopic: Data mining
    Predictive analytics Data analysis Data science Latent Dirichlet allocation
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