Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Applied Data Science with Python and Jupyter: Use powerful industry-standard tools to unlock new, actionable insights from your data

Buy

Become the master player of data exploration by creating reproducible data processing pipelines, visualizations, and prediction models for your applications.

Key Features

  • Get up and running with the Jupyter ecosystem and some example datasets
  • Learn about key machine learning concepts such as SVM, KNN classifiers, and Random Forests
  • Discover how you can use web scraping to gather and parse your own bespoke datasets

Book Description

Getting started with data science doesn't have to be an uphill battle. Applied Data Science with Python and Jupyter is a step-by-step guide ideal for beginners who know a little Python and are looking for a quick, fast-paced introduction to these concepts. In this book, you'll learn every aspect of the standard data workflow process, including collecting, cleaning, investigating, visualizing, and modeling data. You'll start with the basics of Jupyter, which will be the backbone of the book. After familiarizing ourselves with its standard features, you'll look at an example of it in practice with our first analysis. In the next lesson, you dive right into predictive analytics, where multiple classification algorithms are implemented. Finally, the book ends by looking at data collection techniques. You'll see how web data can be acquired with scraping techniques and via APIs, and then briefly explore interactive visualizations.

What you will learn

  • Get up and running with the Jupyter ecosystem
  • Identify potential areas of investigation and perform exploratory data analysis
  • Plan a machine learning classification strategy and train classification models
  • Use validation curves and dimensionality reduction to tune and enhance your models
  • Scrape tabular data from web pages and transform it into Pandas DataFrames
  • Create interactive, web-friendly visualizations to clearly communicate your findings

Who this book is for

Applied Data Science with Python and Jupyter is ideal for professionals with a variety of job descriptions across a large range of industries, given the rising popularity and accessibility of data science. You'll need some prior experience with Python, with any prior work with libraries such as Pandas, Matplotlib, and Pandas providing you a useful head start.

Table of Contents

  1. Jupyter Fundamentals
  2. Data Cleaning and Advanced Machine Learning
  3. Web Scraping and Interactive Visualizations
(HTML tags aren't allowed.)

Java EE 8 Design Patterns and Best Practices: Build enterprise-ready scalable applications with architectural design patterns
Java EE 8 Design Patterns and Best Practices: Build enterprise-ready scalable applications with architectural design patterns

Get the deep insights you need to master efficient architectural design considerations and solve common design problems in your enterprise applications.

Key Features

  • The benefits and applicability of using different design patterns in JAVA EE
  • Learn best practices to solve...
Mathematical Methods Using Mathematica®: For Students of Physics and Related Fields (Undergraduate Texts in Contemporary Physics)
Mathematical Methods Using Mathematica®: For Students of Physics and Related Fields (Undergraduate Texts in Contemporary Physics)
Intended as a companion for textbooks in mathematical methods for science and engineering, this book presents a large number of numerical topics and exercises together with discussions of methods for solving such problems using Mathematica(R). Although it is primarily designed for use with the author's "Mathematical Methods: For...
Play in Child Development and Psychotherapy: Toward Empirically Supported Practice
Play in Child Development and Psychotherapy: Toward Empirically Supported Practice
Children’s pretend play is a complex phenomenon. Pretend play involves
a myriad of processes and behaviors that change from moment to
moment. Does pretend play have important functions in child development,
or is it simply something children engage in to pass the time—albeit
while having fun? This is a central
...

Frommer's Eastern Europe (Frommer's Complete)
Frommer's Eastern Europe (Frommer's Complete)
  • Travel to Eastern Europe is booming-international arrivals to Eastern Europe have increased by an average of 3.9 percent each year since 2004
  • Destinations covered in this guide are Bulgaria, the Czech Republic, Croatia, Hungary, Poland, Romania, Moscow & St. Petersburg, Slovakia, Slovenia,and Kaliningrad...
The Complete Idiot's Guide to Creating an HTML Web Page
The Complete Idiot's Guide to Creating an HTML Web Page

Updated from the highly successful first edition, this easy-to-use tutorial takes a light-hearted approach to creating and customizing Web pages-with ease. With the upcoming releases of Netscape and Internet Explorer, this book will be a must for new Web users.CD-ROM includes everything you need to create your own Web page: All HTML examples in...

Recurrent Hernia: Prevention and Treatment
Recurrent Hernia: Prevention and Treatment

Recurrence is a significant public health problem. So, this fourth Suvretta meeting, held in February 2006 is intended to concentrate on this problem. Technical nuances of the various operations have been discussed to pursue consensus concerning the best techniques. Methods were explored to improve surgeons' education and look into the...

©2021 LearnIT (support@pdfchm.net) - Privacy Policy