ENGLISH

A Tour of Data Science: Learn R and Python in Parallel

By Nailong Zhang

Book information

Year
2020
ISBN
2020025166, 9780367895860, 9780367897062, 9781003020646
Language
english
Format
PDF
Filesize
8 MB (7911288 bytes)
Pages
\217
Time added
2021-02-11 06:13:54

Description

Cover Half Title Title Page Copyright Page Dedication Table of Contents Preface 0.1 Assumptions About the Reader’s Background 0.2 Book Overview Chapter 1 Introduction to R/Python Programming 1.1 Calculator 1.2 Variable and Type 1.3 Functions 1.4 Control Flows 1.5 Some Built-In Data Structures 1.6 Revisit of Variables 1.7 Object-Oriented Programming (OOP) In R/Python 1.8 Miscellaneous Chapter 2 More on R/Python Programming 2.1 Work with R/Python Scripts 2.2 Debugging in R/Python 2.3 Benchmarking 2.4 Vectorization 2.5 Embarrassingly Parallelism in R/Python 2.6 Evaluation Strategy 2.7 Speed Up With C/C++ in R/Python 2.8 A First Impression of Functional Programming 2.9 Miscellaneous Chapter 3 data. table and pandas 3.1 SQL 3.2 Get Started with data.table and Pandas 3.3 Indexing & Selecting Data 3.4 Add/Remove/Update 3.5 Group by 3.6 Join Chapter 4 Random Variables, Distributions & Linear Regression 4.1 A Refresher on Distributions 4.2 Inversion Sampling & Rejection Sampling 4.3 Joint Distribution & Copula 4.4 Fit a Distribution 4.5 Confidence Interval 4.6 Hypothesis Testing 4.7 Basics of Linear Regression 4.8 Ridge Regression Chapter 5 Optimization in Practice 5.1 Convexity 5.2 Gradient Descent 5.3 Root-Finding 5.4 General Purpose Minimization Tools in R/Python 5.5 Linear Programming 5.6 Miscellaneous Chapter 6 Machine Learning - A gentle introduction 6.1 Supervised Learning 6.2 Gradient Boosting Machine 6.3 Unsupervised Learning 6.4 Reinforcement Learning 6.5 Deep Q-Networks 6.6 Computational Differentiation 6.7 Miscellaneous Bibliography Index

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