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Introduction - Coggle Diagram

- - - - RECEIVE PERCEPTS
      - PERFORM ACTION
      - DEFINITIONS
        
        FOUR APPROACHES
        
        THINKING HUMANELY
        
        INTROSPECTION
        
        PSYCHOLOGICAL EXPERIMENTS
        
        COGNITIVE MODELING
        
        LINKS PSYCHOLOGY & AI
        
        IMAGES
        
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        BRAIN IMAGING
        
        THINKING RATIONALLY
        
        TYPES OF APPROACHES
        
        SYMBOLIC AI
        
        USES
        
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        EXPLICIT KNOWLEDGE
        
        INTERFERENCE
        
        STATISTICAL/DATA-DRIVE AI(ML)
        
        LEARNS
        
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        FINDS
        
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        HYBRID APPROACH
        
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  - - - CLASSICAL PROGRAMMING
        
        ANSWERS
    - - MACHINE LEARNING
        
        RULES
    - - UNSUPERVISED
        
        FINDS STRUCTURE
        
        UNLABELED DATA
        
        (CLUSTERING, DIMENSIONALITY REDUCTION)
      - REINFORCED
        
        LEARNS VIA
        
        REWARD
        
        PENALTIES
        
        MAXIMISE
        
        CUMULATIVE REWARD
        
        DISCOVERS
        
        OPTIMAL ACTIONS
      - SUPERVISED
        
        LEARNS
        
        FROM LABELED
        
        EXAMPLES
        
        (CLASSIFICATION;REGRESSION)
        
        LEARN
        
        MAPPING
        
        FROM INPUTS
        
        TO OUTPUTS
        
        TRAINING SET
        
        INPUT-OUTPUT
        
        PAIRS (x,y)
        
        CLASSIFICATION
        
        DISCRETE OUTPUT
        
        REGRESSION
        
        CONTINUOUS OUTPUTS
        
        GOAL
        
        HYPOTHESIS APPROXIMATION
        
        TRUE FUNCTION
        
        f(x) -> y
        
        ALGORITHMS
        
        DECISION TREE
        
        SVM
        
        RANDOM FOREST
        
        XGBOOST
        
        ...
        
        CLASSIFICATION
        
        SICK/HEALTHY
        
        SPAM/NORMAL
        
        FRAUD/NORMAL
        
        REGRESSION
        
        HOUSE PRICE PREDICTION
        
        TEMPERATURE PREDICTION
        
        AGE PREDICTION
    - - SUBSET
        
        AI
      - STASTISTICAL TECHNIQUE
        
        IMPROVE MACHINE
        
        TASK
        
        WITH EXPERIENCE
  - - - MACHINE LEARNING
        
        ALGORITHMS
        
        SOFTWARE
        
        TRAIN ITSELF
        
        PERFORM TASKS
        
        EXAMPLE
        
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    - - MULTILAYERED NEURAL NETWORK
        
        VAST AMOUNT DATA
        
        LAYERS
        
        DATA
        
        PRESENTATION
    - - IMAGE
        
        GOES
        
        SEVERAL
        
        LAYERS
        
        FIND
        
        FINAL RESULT
      - LEARN
        
        DATA
        
        PRESENTATION
  - - - HUMAN INTELLIGENCE
        
        USING
        
        LOGIC
        
        IF-THEN RULES
        
        DECISION TREE
        
        MACHINE LEARNING
- - - - Artificial Intelligence
        
        Studies
        
        Data
        
        Connection with
        
        Machine Learning
        
        Deep Learning
        
        Thinks
        
        Humanely
        
        Rationally
      - Receive
        
        Percepts
      - Performs
        
        Action
      - AI
        
        LEARNS
    - - Definition