Szczegóły ebooka

Hands-On Data Analysis with Pandas. A Python data science handbook for data collection, wrangling, analysis, and visualization - Second Edition

Hands-On Data Analysis with Pandas. A Python data science handbook for data collection, wrangling, analysis, and visualization - Second Edition

Stefanie Molin, Ken Jee

Ebook
Extracting valuable business insights is no longer a ‘nice-to-have’, but an essential skill for anyone who handles data in their enterprise. Hands-On Data Analysis with Pandas is here to help beginners and those who are migrating their skills into data science get up to speed in no time.
This book will show you how to analyze your data, get started with machine learning, and work effectively with the Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn.
Using real-world datasets, you will learn how to use the pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will learn how to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding chapters, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data.
This updated edition will equip you with the skills you need to use pandas 1.x to efficiently perform various data manipulation tasks, reliably reproduce analyses, and visualize your data for effective decision making – valuable knowledge that can be applied across multiple domains.
  • 1. Introduction to Data Analysis
  • 2. Working with Pandas DataFrames
  • 3. Data Wrangling with Pandas
  • 4. Aggregating Pandas DataFrames
  • 5. Visualizing Data with Pandas and Matplotlib
  • 6. Plotting with Seaborn and Customization Techniques
  • 7. Financial Analysis - Bitcoin and the Stock Market
  • 8. Rule-Based Anomaly Detection 
  • 9. Getting Started with Machine Learning in Python
  • 10. Making Better Predictions - Optimizing Models
  • 11. Machine Learning Anomaly Detection
  • 12. The Road Ahead
  • Tytuł: Hands-On Data Analysis with Pandas. A Python data science handbook for data collection, wrangling, analysis, and visualization - Second Edition
  • Autor: Stefanie Molin, Ken Jee
  • Tytuł oryginału: Hands-On Data Analysis with Pandas. A Python data science handbook for data collection, wrangling, analysis, and visualization - Second Edition
  • ISBN: 9781800565913, 9781800565913
  • Data wydania: 2021-04-29
  • Format: Ebook
  • Identyfikator pozycji: e_2a6f
  • Wydawca: Packt Publishing