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Machine Learning Topics Covered

2012年07月06日 ⁄ 综合 ⁄ 共 379字 ⁄ 字号 评论关闭
  • Supervised Learning: Decision trees, nearest neighbors, linear classifiers and kernels, neural networks, linear regression; learning theory; bagging and boosting; feature selection.
  • Unsupervised Learning: Clustering, graphical models, EM, PCA, factor analysis, manifold learning.
  • Reinforcement Learning: Value iteration; policy iteration; TD learning; Q learning; actor-critic.
  • Other Topics: Bayesian learning, online learning.

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