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Chapter 6 - Other Popular Machine Learning Models Models Segment 3 - Instance-based learning w/ k-Nearest Neighbor K-Nearest Neighbor Classification A 阅读全文
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Chapter 6 - Other Popular Machine Learning Methods Segment 2 - A neural network with a Perceptron Perceptron A perceptron is a neural network with jus 阅读全文
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Chapter 6 - Other Popular Machine Learning Methods Segment 1 - Association Rule Mining Using Apriori Algorithm Association Rule Mining Association rul 阅读全文
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Chapter 5 - Dimensionality Reduction Methods Segment 2 - Principal component analysis (PCA) Singular Value Decomposition A linear algebra method that 阅读全文
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Chapter 5 - Dimensionality Reduction Methods Segment 1 - Explanatory factor analysis Factor Analysis A method that explores a data set in order to fin 阅读全文
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Chapter 4 - Clustering Models Segment 3 - DBSCan clustering to identify outliers DBSCAN for Outlier Detection Unsupervised method that clusters core s 阅读全文
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Chapter 4 - Clustering Models Segment 2 - Hierarchical methods Hierarchical Clustering Hierarchical clustering methods predict subgroups within data b 阅读全文
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Chapter 4 - Clustering Models Segment 1 - K-means method Clustering and Classification Algorithms K-Means clustering: unsupervised clustering algorith 阅读全文
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Chapter 3 - Regression Models Segment 3 - Logistic regression Logistic Regression Logistic regression is a simple machine learning method you can use 阅读全文
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Chapter 3 - Regression Models Segment 2 - Multiple linear regression import numpy as np import pandas as pd import matplotlib.pyplot as plt from pylab 阅读全文