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4 Types of Machine Learning Systems 7 SupervisedUnsupervised Learning 8 Batch and Online Learning 14 Instance-Based Versus Model-Based Learning 17 Main Challenges of Machine Learning 22 Insufficient Quantity of Training Data 22 Nonrepresentative Training Data 24 Poor-Quality Data 25 Irrelevant Features 25 Overfitting the Training Data 26.

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