Migrating from R to Python for Data Analysis

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Video: .MP4, AVC, 1920x1080, 30 fps | Audio: English, AAC, 44.1 KHz, 2 Ch | Duration: 2h 57m | 468 MB
Instructor: Rajat Jatana

Migrate from R to Python to perform effective data analysis

Learn

Writing and running Python in IPython
Using Python lists and dictionaries
Creating NumPy arrays
Indexing and slicing in NumPy
Downloading and parsing data files into NumPy and pandas
Using multilevel series in pandas
Aggregating data in pandas

About

R has been the go-to language in data science for the last decade. However, given the latest developments and enhancements in Python's capabilities and its numerous supportive libraries, Python has dethroned R and is the first choice for data science enthusiasts, especially those working on descriptive and prescriptive analytics.

In this course, you will be performing data analysis on some popular datasets from Kaggle such as the Red Wine and White Wine analysis datasets. You will see how the coding structure for Python analyses on Jupyter notebooks is drastically simplified using fewer lines of code, with far fewer dependencies. While working with powerful libraries (NumPy and pandas), you will slice and dice data for relevant insights. Moving on, you will also learn about great visualization features which are greatly enhanced, faster, and easier to use in Python 3.

By the end of this course, you will be familiar with Python functions and will be able to transform your R code into Python with far fewer lines of code, better performance, and increased speed.

All the related code files are placed on GitHub repository at: github.com/PacktPublishing/Migrating-from-R-to-Python-for-Data-Analysis

Features

Discover Python's unique data analysis libraries: pandas and NumPy
Take a smooth transitioning journey in data analysis and give your skills an edge
Master tools that will help you migrate your data analysis from R to Python
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