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STAT 451: Introduction To Machine Learning Lecture Notes PDF

22 Pages·2021·English
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by ['SHUYUAN JIA']| 2021| 22 pages| English

About STAT 451: Introduction To Machine Learning Lecture Notes

The document contains lecture notes on nearest neighbor methods for machine learning. It introduces the k-nearest neighbors algorithm and its applications. The k-NN algorithm stores labeled examples from the training dataset and classifies new examples based on the labels of the k closest examples. The document discusses key concepts of k-NN like lazy learning, classification and regression with k-NN, and improving computational performance. It also covers distance measures, error analysis, and advantages/disadvantages of the k-NN algorithm.

Detailed Information

Author:['SHUYUAN JIA']
Publication Year:2021
Pages:22
Language:English
Format:PDF
Price:FREE
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