Bateman / Basak / Joseph The Pandas Workshop

A comprehensive guide to using Python for data analysis with real-world case studies
1. Auflage 2022
ISBN: 978-1-80020-287-0
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 744 Seiten

No detailed description available for "The Pandas Workshop".

Autoren/Hrsg.

Bateman, Blaine

Basak, Saikat

Joseph, Thomas V.

So, William

Fachgebiete

• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Programmier- und Skriptsprachen
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsvisualisierung
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse

Inhaltsverzeichnis

Table of Contents - An Introduction to pandas

- Working with Data Structures
- Data I/O

- pandas Data Types

- Data Selection – DataFrames

- Data Selection – Series

- Data Exploration and Transformation

- Data Visualization

- Data Modeling – Preprocessing

- Data Modeling – Modeling Basics
- Data Modeling – Regression Modeling
- Using Time in pandas
- Exploring Time Series
- Applying pandas Data Processing for Case Studies

Über Autor(innen)

Bateman Blaine:

Blaine Bateman has more than 35 years of experience working with various industries from government R&D to startups to $1B public companies. His experience focuses on analytics including machine learning and forecasting. His hands-on abilities include Python and R coding, Keras/Tensorflow, and AWS & Azure machine learning services. As a machine learning consultant, he has developed and deployed actual ML models in industry.Basak Saikat:

Saikat Basak is a data scientist and a passionate programmer. Having worked with multiple industry leaders, he has a good understanding of problem areas that can potentially be solved using data. Apart from being a data guy, he is also a science geek and loves to explore new ideas in the frontiers of science and technology.Joseph Thomas V.:

Thomas V. Joseph is a data science practitioner, researcher, trainer, mentor, and writer with more than 19 years of experience. He has extensive experience in solving business problems using machine learning toolsets across multiple industry segments.So William:

William So is a Data Scientist with both a strong academic background and extensive professional experience. He is currently the Head of Data Science at Douugh and also a Lecturer for Master of Data Science and Innovation at the University of Technology Sydney. During his career, he successfully covered the end-end spectrum of data analytics from ML to Business Intelligence helping stakeholders derive valuable insights and achieve amazing results that benefits the business. William is a co-author of the "The Applied Artificial Intelligence Workshop" published by Packt.