Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Python Data Science Essentials: A practitioner's guide covering essential data science principles, tools, and techniques, 3rd Edition

Buy

Gain useful insights from your data using popular data science tools

Key Features

  • A one-stop guide to Python libraries such as pandas and NumPy
  • Comprehensive coverage of data science operations such as data cleaning and data manipulation
  • Choose scalable learning algorithms for your data science tasks

Book Description

Fully expanded and upgraded, the latest edition of Python Data Science Essentials will help you succeed in data science operations using the most common Python libraries. This book offers up-to-date insight into the core of Python, including the latest versions of the Jupyter Notebook, NumPy, pandas, and scikit-learn.

The book covers detailed examples and large hybrid datasets to help you grasp essential statistical techniques for data collection, data munging and analysis, visualization, and reporting activities. You will also gain an understanding of advanced data science topics such as machine learning algorithms, distributed computing, tuning predictive models, and natural language processing. Furthermore, You'll also be introduced to deep learning and gradient boosting solutions such as XGBoost, LightGBM, and CatBoost.

By the end of the book, you will have gained a complete overview of the principal machine learning algorithms, graph analysis techniques, and all the visualization and deployment instruments that make it easier to present your results to an audience of both data science experts and business users

What you will learn

  • Set up your data science toolbox on Windows, Mac, and Linux
  • Use the core machine learning methods offered by the scikit-learn library
  • Manipulate, fix, and explore data to solve data science problems
  • Learn advanced explorative and manipulative techniques to solve data operations
  • Optimize your machine learning models for optimized performance
  • Explore and cluster graphs, taking advantage of interconnections and links in your data

Who this book is for

If you're a data science entrant, data analyst, or data engineer, this book will help you get ready to tackle real-world data science problems without wasting any time. Basic knowledge of probability/statistics and Python coding experience will assist you in understanding the concepts covered in this book.

Table of Contents

  1. First Steps
  2. Data Munging
  3. The Data Pipeline
  4. Machine Learning
  5. Visualization, Insights, and Results
  6. Social Network Analysis
  7. Deep Learning Beyond the Basics
  8. Spark for Big Data
  9. Appendix A: Strengthen Your Python Foundations
(HTML tags aren't allowed.)

SONAR 3 Power!
SONAR 3 Power!
An excellent resource for musicians who want to begin creating, recording, and producing immediately using the newest version of SONAR. This book covers major features like editing and playing music, and it delves into lesser-known aspects such as audio mixing and automation, creating sheet music, composing with loops, DX (software synthesis)...
Pro Tools 7 Power: The Comprehensive Guide (Book & CD)
Pro Tools 7 Power: The Comprehensive Guide (Book & CD)
Get the most out of Pro Tools with the definitive guidebook! Covering the LE, M-Powered, and HD versions of Pro Tools for music, post, and multimedia users at all levels, Pro Tools 7 Power!, Second Edition is the perfect resource for both newcomers looking to get up and running, and more advanced users who would like a complete desk reference on...
Expert Oracle Indexing and Access Paths: Maximum Performance for Your Database
Expert Oracle Indexing and Access Paths: Maximum Performance for Your Database

Speed up the execution of important database queries by making good choices about which indexes to create. Choose correct index types for different scenarios. Avoid indexing pitfalls that can actually have indexes hurting performance rather than helping. Maintain indexes so as to provide consistent and predictable query response over...


FORTRAN 90 for Scientists and Engineers
FORTRAN 90 for Scientists and Engineers
The Fortran 90 standard represents the first significant change in Fortran in over 20 years,
and brings it into line with most modern structured programming languages. This book is
one of a handful on Fortran 90, and one of even fewer in which every program (unless
otherwise clearly stated) has been tested on a working compiler: the
...
Introduction to Computer-Intensive Methods of Data Analysis in Biology
Introduction to Computer-Intensive Methods of Data Analysis in Biology
This guide to the contemporary toolbox of methods for data analysis will serve graduate students and researchers across the biological sciences. Modern computational tools, such as Maximum Likelihood, Monte Carlo and Bayesian methods, mean that data analysis no longer depends on elaborate assumptions designed to make analytical approaches...
Microsoft SharePoint 2010: Customizing My Site: Harness the Power of Social Computing in Microsoft SharePoint! (Business Skills)
Microsoft SharePoint 2010: Customizing My Site: Harness the Power of Social Computing in Microsoft SharePoint! (Business Skills)

Customize your implementation of My Site in Microsoft® SharePoint® 2010—and capture the enthusiasm for social networking in your organization. With this concise, practical guide, SharePoint expert Michael Doyle shows you how to modify key My Site features to meet specific business needs. You’ll learn how to apply...

©2019 LearnIT (support@pdfchm.net) - Privacy Policy