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Machine Learning

PDF Presentation

Overview

  • The field of study that gives computers the ability to learn without being explicitly programmed.

Statistics

  • Mean [10, 20, 30, 40, 50] - middle value of a sorted array is the mean.

  • Mode [3, 10, 12, 3, 8] - the most common number is the mode.

  • Average [10, 34, 16, 8, 84] - the sum, divided by the amount is the average (30.4)

  • Variance [13, 4, 30, 30, 38, 2, 35, 34] - the average of the squared differences from the mean (702)

  • Standard Deviation [13, 4, 30, 30, 38, 2, 35, 34] - the square root of the Variance (26.5)

  • Percentile - measure that indicates the value below which a given percentage of observations in a group of observations

  • Correlation - measure how two variables move with respect to each other.

Types of Machine Learning

  • Supervised

  • Unsupervised

  • Reinforcement