Hands-On Data Analysis with Pandas
Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
by Stefanie Molin
English | 2019 | ISBN: 1789615321 | 740 Pages | PDF EPUB MOBI (True) | 36 MB
by Stefanie Molin
English | 2019 | ISBN: 1789615321 | 740 Pages | PDF EPUB MOBI (True) | 36 MB
Hands-On Data Analysis with Pandas will show you how to analyze your data, get started with machine learning, and work effectively with 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 powerful 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.