Books/Machine Learning for Humans

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Revision as of 12:17, 15 March 2017

Machine Learning for Humans

Introduction
Course:Machine Learning for Humans/Introduction/Purpose
Course:Machine Learning for Humans/Introduction/Tools
Course:Machine Learning for Humans/Introduction/What is Machine Learning?
Foundations
Course:Machine Learning for Humans/Foundations/Describe the world
Course:Machine Learning for Humans/Foundations/What is Data?
Course:Machine Learning for Humans/Foundations/Find the edges
Course:Machine Learning for Humans/Foundations/Find the center
Course:Machine Learning for Humans/Foundations/Measure error
Course:Machine Learning for Humans/Foundations/Groups/clusters
Course:Machine Learning for Humans/Foundations/Probability and uncertainty
Course:Machine Learning for Humans/Foundations/Supervised or unsupervised?
Visualization
Course:Machine Learning for Humans/Visualization/Intro
Course:Machine Learning for Humans/Visualization/Scatterplot
Supervised Learning
Course:Machine Learning for Humans/Supervised Learning/Nearest Neigbors
Course:Machine Learning for Humans/Supervised Learning/Classification Tree
Course:Machine Learning for Humans/Supervised Learning/Linear Regression
Course:Machine Learning for Humans/Supervised Learning/Logistic Regression
Unsupervised Learning
Course:Machine Learning for Humans/Unsupervised Learning/K-Means Clustering
Appendix
Course:Machine Learning for Humans/Appendix/Further Learning