Regression Analysis with Python

By Luca Massaron & Alberto Boschetti


Regression Analysis with Python - Luca Massaron & Alberto Boschetti

Primary: Regression Analysis with Python.pdf - 34,892 KB/Sec

Mirror [#1]: Regression Analysis with Python.pdf - 32,951 KB/Sec

Mirror [#2]: Regression Analysis with Python.pdf - 27,262 KB/Sec

More by Luca Massaron & Alberto Boschetti : Regression Analysis with Python


Related Books

Learn the art of regression analysis with Python About This Book • Become competent at implementing regression analysis in Python • Solve some of the complex data science problems related to predicting outcomes • Get to grips with various types of regression for effective data analysis Who This Book Is For The book targets Python developers, with a basic understanding of data science, statistics, and math, who want to learn how to do regression analysis on a dataset. It is beneficial if you have some knowledge of statistics and data science. What You Will Learn • Format a dataset for regression and evaluate its performance • Apply multiple linear regression to real-world problems • Learn to classify training points • Create an observation matrix, using different techniques of data analysis and cleaning • Apply several techniques to decrease (and eventually fix) any overfitting problem • Learn to scale linear models to a big dataset and deal with incremental data In Detail Regression is the process of learning relationships between inputs and continuous outputs from example data, which enables predictions for novel inputs. There are many kinds of regression algorithms, and the aim of this book is to explain which is the right one to use for each set of problems and how to prepare real-world data for it. With this book you will learn to define a simple regression problem and evaluate its performance. The book will help you understand how to properly parse a dataset, clean it, and create an output matrix optimally built for regression. You will begin with a simple regression algorithm to solve some data science problems and then progress to more complex algorithms. The book will enable you to use regression models to predict outcomes and take critical business decisions. Through the book, you will gain knowledge to use Python for building fast better linear models and to apply the results in Python or in any computer language you prefer. Style and approach This is a practical tutorial-based book. You will be given an example problem and then supplied with the relevant code and how to walk through it. The details are provided in a step by step manner, followed by a thorough explanation of the math underlying the solution. This approach will help you leverage your own data using the same techniques.


Search
Recent Posts
Agile Project Management Methodology for Beginners: Scrum Project Management for Beginners
The Book of Why
(ISC)2 CISSP Certified Information Systems Security Professional Official Study Guide
Superintelligence
Official (ISC)2 Guide to the CISSP CBK, Fourth Edition
Mastering Bitcoin
Beginning Java 8 Language Features
Book Design Made Simple
Creative Selection
Excel 2016 All-in-One for Dummies
Airpods: The Next Step In Headphones
QuickBooks 2018 All-in-One For Dummies
Agile IT Organization Design
Kafka: The Definitive Guide
Before and After Graphics for Business
JavaScript: The Definitive Guide
Unity 5.x Game AI Programming Cookbook
Expert F# 4.0
Raspberry Pi For Dummies
Fitbit Versa: An Easy Guide to the Best Features
Microsoft Visual C# Step by Step, 9/e
Hands-On Business Intelligence with Power BI
Hands-On Artificial Intelligence for Blockchain
Raspberry Pi 3 Cookbook for Python Programmers
Mastering Apple TV 4K - The Ultimate User Guide To Apple TV Using Siri Remote
SQL Short Course (Database Programming)
iPhone 8 Advanced Guide
CompTIA Security+ Study Guide
Eloquent JavaScript, 3rd Edition
How Computers Work, 9th Edition, Multi-Touch Version
CISSP All-in-One Exam Guide, Seventh Edition
Adobe Illustrator CC Classroom in a Book (2017 release), 1/e
The Official (ISC)2 Guide to the CCSP CBK
CompTIA Network+ Certification All-in-One Exam Guide, Seventh Edition (Exam N10-007)
Engineering Design with SOLIDWORKS 2018 and Video Instruction
Amazon Audible Audiobooks
QuickBooks 2017 For Dummies
Presentations
Writing On The iPad: Text Automation with Editorial
My First MacBook and MacBook Air
The Art of Intrusion
Bitcoin For Dummies
JavaScript Enlightenment
iPhone SE: The Complete Guide
Power Pivot and Power BI
Excel VBA Programming for Dummies
Smarter Than Us
C++ Primer, 5/e
QuickBooks 2017 All-in-One for Dummies
Go Programming by Example
Learn Python 3 the Hard Way:
First Steps in SAP
The Baffled Parent's Guide to Coaching Girls' Lacrosse
Exposure and Understanding the Histogram
Designing Data-Intensive Applications
Python for Kids
Incident Response & Computer Forensics, Third Edition
Quicken 2017: Any Easy Guide to the Best Features
Python Programming
Java For Dummies
Cracking the Coding Interview
Possible Minds
Hacking For Dummies
Iphone Se 2017: Getting to Know to the Basics
Excel Macros For Dummies
Beginning Java 8 Fundamentals
Practical Object-Oriented Design
Click Here to Kill Everybody: Security and Survival in a Hyper-connected World
Google Classroom: Everything You Need to Know - Complete Guide on Google Classroom. Take Your Classroom Digital
Artificial Intelligence
Learning LEGO MINDSTORMS EV3
AutoCAD 2018 Instructor
Writing High-Performance .NET Code, 2nd Edition
Artificial Intelligence
Flask Web Development
Essential SQLAlchemy
JavaScript by Example
JavaScript
Language Implementation Patterns
The Right Way to Select Technology
The Manga Guide to Microprocessors
JavaScript
JavaScript
JavaScript
JavaScript: Best Practices to Programming Code with JavaScript
Modern JavaScript Tools & Skills
JavaScript: Best Practice
6 JavaScript Projects
JavaScript Programming: Questions and Answers
Mastering Google Home - Ultimate Guide To Quickstart Your Google Home Experience
Bottlenecks
Exam Ref 70-743 Upgrading Your Skills to MCSA
Unity 5.x By Example
Sparky the AIBO: Robot Dogs & Other Robotic Pets
Ghost in the Wires
Adobe Photoshop CC Classroom in a Book (2018 release), 1/e
CompTIA Security+ All-in-One Exam Guide, Fifth Edition (Exam SY0-501)
CompTIA A+ Certification All-in-One Exam Guide, Ninth Edition (Exams 220-901 & 220-902)
Dawn of the New Everything
Effective C++