Machine Learning

Beschreibung

University Artificial Intelligence Mindmap am Machine Learning, erstellt von Voon Shun Jie am 04/06/2017.
Voon Shun Jie
Mindmap von Voon Shun Jie, aktualisiert more than 1 year ago
Voon Shun Jie
Erstellt von Voon Shun Jie vor mehr als 7 Jahre
15
1

Zusammenfassung der Ressource

Machine Learning
  1. Semi-automated extraction of knowledge from data
    1. Supervised Learning
      1. Predictive learning
        1. Classification
          1. SVM / NN / Decision Tree
            1. Finite set of label
            2. Regression
              1. Target variable is continuous
                1. No emphasis on using probability to provide interpretable relationship between predictor & target
                  1. OLSR / MARS / Linear Regression
                2. Unsupervised Learning
                  1. Extract structure from data
                    1. Clustering
                      1. Given a set of data points
                        1. each having a set of attributes
                          1. a similarity measure
                            1. Find cluster
                          2. Reinforcement Learning
                            1. sequence
                              1. reward
                                1. predict
                                2. Instance-based
                                  1. Similarity measure
                                    1. match
                                      1. predict
                                        1. kNN algorithm
                                        2. Association rule
                                          1. dependency rule
                                            1. predict occurance of item based on other
                                            Zusammenfassung anzeigen Zusammenfassung ausblenden

                                            ähnlicher Inhalt

                                            Machine learning: Supervision
                                            Domhnall Murphy
                                            Neural networks
                                            Alexander Kozlovsky
                                            What are the types of Artificial Intelligence
                                            Webdesigner Nagpur
                                            Machine Learning
                                            Abhijay Gupta
                                            Cognition: Artificial Intelligence
                                            Hannah Shakeshaft
                                            Python
                                            Jay Prakash
                                            A2 CCEA Digital Technology (Whole course)
                                            Abbie Welch
                                            Machine Learning
                                            Luan Pessoa Rocha
                                            Machine Learning
                                            Vinh Phạm
                                            Terminology
                                            hvrd1
                                            Artificial Intellegence
                                            nicky elin