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Hands-On Data Science with Anaconda

You're reading from  Hands-On Data Science with Anaconda

Product type Book
Published in May 2018
Publisher Packt
ISBN-13 9781788831192
Pages 364 pages
Edition 1st Edition
Languages
Authors (2):
Yuxing Yan Yuxing Yan
Profile icon Yuxing Yan
James Yan James Yan
Profile icon James Yan
View More author details

Table of Contents (15) Chapters

Preface 1. Ecosystem of Anaconda 2. Anaconda Installation 3. Data Basics 4. Data Visualization 5. Statistical Modeling in Anaconda 6. Managing Packages 7. Optimization in Anaconda 8. Unsupervised Learning in Anaconda 9. Supervised Learning in Anaconda 10. Predictive Data Analytics – Modeling and Validation 11. Anaconda Cloud 12. Distributed Computing, Parallel Computing, and HPCC 13. References 14. Other Books You May Enjoy

Unsupervised Learning in Anaconda

Before discussing unsupervised learning, it might be a good idea to introduce supervised learning since most of us will be familiar with functions discussed in the previous chapters. For a function of y=f(x), usually we have values for independent variables of x1, x2, ... xn and a set of corresponding values for a dependent variable of y. In previous chapters, we have discussed various types of functions, such as the single-factor linear model. Our task is to figure out the format of the function, given a set of input values. For supervised learning, we have two datasets: the training data and test data. For the training dataset, it has a set of input variables and related output values (also called a supervisory signal). A supervised learning algorithm analyzes the training data and produces an inferred function. Then, we apply this inferred...

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