Data Analysis with Python Pandas and Jupyter Notebook
Develop essential data science & ai skills with expert instruction and practical examples.
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Unlock the full potential of data analysis and visualization with Data Analysis with Python Pandas and Jupyter NotebookThis course is designed to take you from the very basics of Python setup to financial data insights, equipping you with the skills necessary to thrive in the data-driven world. Introduction to PandasWe'll start by understanding what Python is and how to install it on both Windows and macOS platforms. You'll learn the importance of virtual environments, how to create and activate them, ensuring a clean and organized workspace for your projects.
We'll then introduce you to Jupyter Notebook, a powerful tool that enhances the data analysis experience. You'll learn how to install Pandas and Jupyter Notebook within your virtual environment, start the Jupyter Notebook server, and navigate its intuitive interface. By the end of this section, you'll be proficient in creating and managing notebooks, setting the stage for your data analysis journey.
Pandas Data StructuresWith your environment set up, we dive into the heart of Pandas: its core data structures. You'll discover the power of Series and DataFrame, the fundamental building blocks of data manipulation in Pandas. You'll learn to create Series from lists and dictionaries, access data using labels and positions, and perform slicing operations.
The course then progresses to DataFrames, where you'll master creating DataFrames from dictionaries and lists of dictionaries. You'll gain practical experience in accessing and manipulating data within DataFrames, preparing you for more complex data analysis tasks. ConclusionBy the end of this course, you will have a deep understanding of Pandas and its capabilities in data analysis and visualization.
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