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Machine Learning (Related Fields (Data mining, Control Theory, Decision…
Machine Learning
Introduction
It refers to a system's capability to gathering and integrating knowledge autonomously.
Related Fields
Data mining
Control Theory
Decision Theory
Cognitive Science
Statistics
Information Theory
Databases
Evolutionary Models
Neuroscience
Psychological models
AI Approach
Reasoning with Knowledge
Knowledge base
Reasoning
Traditional Approaches
Handcrafted Knowledge base
Complex reasoning process
Machine Learning Paradigms
Rote Learning
Advice Taking
Induction
Learning by Analogy
Speed-up Learning
Concept Learning
Clustering
Discovery
Advantages
Does not require knowledge engineers
Scalable in constructing knowledge base
Adaptive to changing conditions
Easy in migrating to new domains
Problems
Choosing the Learning Experience
Choosing the Target Function
Solving Real World Problems
Application