Book Image

Hands-On Data Science with Anaconda

By : Yuxing Yan, James Yan
Book Image

Hands-On Data Science with Anaconda

By: Yuxing Yan, James Yan

Overview of this book

Anaconda is an open source platform that brings together the best tools for data science professionals with more than 100 popular packages supporting Python, Scala, and R languages. Hands-On Data Science with Anaconda gets you started with Anaconda and demonstrates how you can use it to perform data science operations in the real world. The book begins with setting up the environment for Anaconda platform in order to make it accessible for tools and frameworks such as Jupyter, pandas, matplotlib, Python, R, Julia, and more. You’ll walk through package manager Conda, through which you can automatically manage all packages including cross-language dependencies, and work across Linux, macOS, and Windows. You’ll explore all the essentials of data science and linear algebra to perform data science tasks using packages such as SciPy, contrastive, scikit-learn, Rattle, and Rmixmod. Once you’re accustomed to all this, you’ll start with operations in data science such as cleaning, sorting, and data classification. You’ll move on to learning how to perform tasks such as clustering, regression, prediction, and building machine learning models and optimizing them. In addition to this, you’ll learn how to visualize data using the packages available for Julia, Python, and R.
Table of Contents (15 chapters)

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...