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Data Analysis with Python: NumPy and Pandas Masterclass
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4.12 GiB (4427880381 Bytes)
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070F12A9500665FB6918BF256A3E794318314708




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Description

This is a hands-on, project-based course designed to help you master two of the most popular Python packages for data analysis: NumPy and Pandas.

We’ll start with a NumPy primer to introduce arrays and array properties, practice common operations like indexing, slicing, filtering and sorting, and explore important concepts like vectorization and broadcasting.

From there we’ll dive into Pandas, and focus on the essential tools and methods to explore, analyze, aggregate and transform series and dataframes. You’ll practice plotting dataframes with charts and graphs, manipulating time-series data, importing and exporting various file types, and combining dataframes using common join methods.

Throughout the course you’ll play the role of Data Analyst for Maven Mega Mart, a large, multinational corporation that operates a chain of retail and grocery stores. Using the Python skills you learn throughout the course, you’ll work with members of the Maven Mega Mart team to analyze products, pricing, transactions, and more.

COURSE OUTLINE:

    Intro to NumPy & Pandas
        Introduce NumPy and Pandas, two critical Python libraries that help structure data in arrays & DataFrames and contain built-in functions for data analysis
    Pandas Series
        Introduce Pandas Series, the Python equivalent of a column of data, and cover their basic properties, creation, manipulation, and useful functions for analysis
    Intro to DataFrames
        Work with Pandas DataFrames, the Python equivalent of an Excel or SQL table, and use them to store, manipulate, and analyze data efficiently
    Manipulating DataFrames
        Aggregate & reshape data in DataFrames by grouping columns, performing aggregation calculations, and pivoting & unpivoting data
    Basic Data Visualization
        Learn the basics of data visualization in Pandas, and use the plot method to create & customize line charts, bar charts, scatterplots, and histograms
    MID-COURSE PROJECT
        Put your skills to the test with a brand new dataset, and use your Python skills to analyze and evaluate a new retailer as a potential acquisition target for Maven MegaMart
    Analyzing Dates & Times
        Learn how to work with the datetime data type in Pandas to extract date components, group by dates, and perform time intelligence calculations like moving averages
    Importing & Exporting Data
        Read in data from flat files and apply processing steps during import, create DataFrames by querying SQL tables, and write data back out to its source
    Joining DataFrames
        Combine multiple DataFrames by joining data from related fields to add new columns, and appending data with the same fields to add new rows
    FINAL COURSE PROJECT
        Put the finishing touches on your project by joining a new table, performing time series analysis, optimizing your workflow, and writing out your results

Join today and get immediate, lifetime access to the following:

    13+ hours of high-quality video
    Python & Pandas PDF ebook (350+ pages)
    Downloadable project files & solutions
    Expert support and Q&A forum
    30-day Udemy satisfaction guarantee

If you’re a data scientist, BI analyst or data engineer looking to add Pandas to your Python skill set, this course is for you.

Happy learning!

-Chris Bruehl (Python Expert & Lead Python Instructor, Maven Analytics)
Who this course is for:

    Analysts or BI professionals looking to learn data analysis with NumPy and Pandas
    Aspiring data scientists who want to build or strengthen their Python skills
    Anyone interested in learning one of the most popular open source programming languages in the world
    Students looking to learn powerful, practical skills with unique, hands-on projects and course demos

Requirements

    We’ll use Anaconda & Jupyter Notebooks (a free, user-friendly coding environment)
    Familiarity with base Python is strongly recommended, but not a strict prerequisite

Last Updated 8/2022

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[TutsNode.net] - Data Analysis with Python NumPy & Pandas Masterclass/7. MID-COURSE PROJECT/2. SOLUTION Mid-Course Project.mp4112.42 MiB
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