Machine Learning and Visual Perception

Machine Learning and Visual Perception
PDF
  • eBook:
    Machine Learning and Visual Perception
  • Author:
    Baochang Zhang
  • Edition:
    -
  • Categories:
  • Data:
    April 20, 2020
  • ISBN:
    3110595532
  • ISBN-13:
    9783110595536
  • Language:
    English
  • Pages:
    152 pages
  • Format:
    PDF

Book Description
Machine Learning and Visual Perception provides an up-to-date overview on the topic, including the PAC model, decision tree, Bayesian learning, support vector machines, AdaBoost, compressive sensing and so on.
Both classic and novel algorithms are introduced in classifier design, face recognition, deep learning, time series recognition, image classification, and object detection.

Content

1. Introduction of machine learning
2. PAC Model
3. Decision tree learning
4. Bayesian learning
5. Support vector machines
6. AdaBoost
7. Compressed sensing
8. Subspace learning
9. Deep learning and neural networks
10. Reinforcement learning

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