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Hands-On Data Science with Anaconda

You're reading from   Hands-On Data Science with Anaconda Utilize the right mix of tools to create high-performance data science applications

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Product type Paperback
Published in May 2018
Publisher Packt
ISBN-13 9781788831192
Length 364 pages
Edition 1st Edition
Languages
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Authors (2):
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James Yan James Yan
Author Profile Icon James Yan
James Yan
Yuxing Yan Yuxing Yan
Author Profile Icon Yuxing Yan
Yuxing Yan
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Toc

Table of Contents (15) Chapters Close

Preface 1. Ecosystem of Anaconda 2. Anaconda Installation FREE CHAPTER 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

Example #2 – optimal tax policy

Another example is the optimal taxation level in an LQ economy. Here, LQ stands for Linear Quadratic (model). This example is borrowed from Thomas J. Sargent and John Stachurski. Their webpage is at https://lectures.quantecon.org/py/lqramsey.html. They modify a well-known model of Robert Lucas and Nancy Stokey so that convenient formulas for solving linear-quadratic models can be applied to simplify the calculations. There are two types of player in the economy: the household and a benevolent government. The government finances an exogenous stream of government purchases with state-contingent loans and a linear tax on labor income. The household maximizes its utility function by choosing paths for consumption and labor, taking prices and the government's tax rate and borrowing plans as given. Note that to maximize attainable utility...

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