Copy and Edit

Machine Learning

Description

University Artificial Intelligence Mind Map on Machine Learning, created by Voon Shun Jie on 04/06/2017.
Voon Shun Jie
Mind Map by Voon Shun Jie, updated more than 1 year ago
Voon Shun Jie
Created by Voon Shun Jie almost 7 years ago
15
1
0

Resource summary

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
                                            Show full summary Hide full summary

                                            Want to create your own Mind Maps for free with GoConqr? Learn more.

                                            Similar

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