Mastering Large Datasets with Python
Parallelize and Distribute Your Python Code
| Price | $39.99 - $49.99
|
| Rating |   |
| Author | John T. Wolohan |
| Publisher | Manning |
| Published | 2020 |
| Pages | 312 |
| Language | English |
| Format | Paper book / ebook (PDF) |
| ISBN-10 | 1617296236 |
| ISBN-13 | 9781617296239 |
Modern data science solutions need to be clean, easy to read, and scalable. In Mastering Large Datasets with Python, author J.T. Wolohan teaches you how to take a small project and scale it up using a functionally influenced approach to Python coding. You'll explore methods and built-in Python tools that lend themselves to clarity and scalability, like the high-performing parallelism method, as well as distributed technologies that allow for high data throughput. The abundant hands-on exercises in this practical tutorial will lock in these essential skills for any large-scale data science project.
Programming techniques that work well on laptop-sized data can slow to a crawl - or fail altogether - when applied to massive files or distributed datasets. By mastering the powerful map and reduce paradigm, along with the Python-based tools that support it, you can write data-centric applications that scale efficiently without requiring codebase rewrites as your requirements change.
Mastering Large Datasets with Python teaches you to write code that can handle datasets of any size. You'll start with laptop-sized datasets that teach you to parallelize data analysis by breaking large tasks into smaller ones that can run simultaneously. You'll then scale those same programs to industrial-sized datasets on a cluster of cloud servers. With the map and reduce paradigm firmly in place, you'll explore tools like Hadoop and PySpark to efficiently process massive distributed datasets, speed up decision-making with machine learning, and simplify your data storage with AWS S3.
- John T. Wolohan
3 5 21
Similar Books
Productive and Efficient Data Science with Python
by Tirthajyoti Sarkar
This book focuses on the Python-based tools and techniques to help you become highly productive at all aspects of typical data science stacks such as statistical analysis, visualization, model selection, and feature engineering.You'll review the inefficiencies and bottlenecks lurking in the daily business process and solve them with ...
Price: $49.99 | Publisher: Apress | Release: 2022
Mastering Machine Learning with Python in Six Steps
by Manohar Swamynathan
Master machine learning with Python in six steps and explore fundamental to advanced topics, all designed to make you a worthy practitioner. This book's approach is based on the "Six degrees of separation" theory, which states that everyone and everything is a maximum of six steps away. Mastering Machine Learning wi...
Price: $37.64 | Publisher: Apress | Release: 2017
First Semester in Numerical Analysis with Python
by Yaning Liu
The book is based on "First semester in Numerical Analysis with Julia". The contents of the original book are retained, while all the algorithms are implemented in Python (Version 3.8.0). Python is an open source (under OSI), interpreted, general-purpose programming language that has a large number of users around the world. Pyt...
Free ebook | Publisher: Self-publishing | Release: 2020
Mastering Exploratory Analysis with pandas
by Harish Garg
The pandas is a Python library that lets you manipulate, transform, and analyze data. It is a popular framework for exploratory data visualization and analyzing datasets and data pipelines based on their properties.This book will be your practical guide to exploring datasets using pandas. You will start by setting up Python, pandas, and J...
Price: $24.99 | Publisher: Packt Publishing | Release: 2018
Programming Computer Vision with Python
by Jan Erik Solem
If you want a basic understanding of computer vision's underlying theory and algorithms, this hands-on introduction is the ideal place to start. You'll learn techniques for object recognition, 3D reconstruction, stereo imaging, augmented reality, and other computer vision applications as you follow clear examples written in Pyth...
Price: $22.50 | Free ebook | Publisher: O'Reilly Media | Release: 2012
by Rob Miles
Start writing software that solves real problems, even if you have absolutely no programming experience! This friendly, easy, full-color book puts you in total control of your own learning, empowering you to build unique and useful programs. Microsoft has completely reinvented the beginning programmer's tutorial, reflecting deep rese...
Price: $18.71 | Publisher: Microsoft Press | Release: 2017
OpenCV Computer Vision with Python
by Joseph Howse
Computer Vision can reach consumers in various contexts via webcams, camera phones and gaming sensors like Kinect. OpenCV's Python bindings can help developers meet these consumer demands for applications that capture images, change their appearance and extract information from them, in a high-level language and in a standardized dat...
Price: $16.99 | Publisher: Packt Publishing | Release: 2013
Hands-On Bitcoin Programming with Python
by Harish Kumar Garg
Bitcoin is a cryptocurrency that's changing the face of online payments. Hands-On Bitcoin Programming with Python teaches you to build software applications for mining and creating Bitcoins using Python.This book starts with the basics of both Bitcoin and blockchain and gives you an overview of these inherent concepts by showing you ...
Price: $24.99 | Publisher: Packt Publishing | Release: 2018