Master Python for Data Science
Offered By: LinkedIn Learning
Course Description
Overview
Quickly learn the general programming principles and methods for Python, and then begin applying that knowledge to using Python in data science-related development.
- Learn the basics of Python as an object-oriented programming language.
- Apply Python coding skills to analytics uses.
- Explore the Python scientific stack of tools.
Syllabus
- Course 1: Learning Python (2020)
- Get started with Python, the popular and highly-readable object-oriented language.
- Course 2: Data Ingestion with Python
- Learn how to use Python tools and techniques to solve one of the main challenges data scientists face: getting good data to train their algorithms.
- Course 3: Python Essential Training
- Review the syntax of this simple programming language, and learn how to write scripts, create modules, and integrate a database with Python 3 and the Python database API.
- Course 4: Python for Data Science Essential Training Part 1
- Learn Python programming for data science. Discover how to clean, transform, analyze, and visualize data, as you build a practical project: an automated web scraper.
- Course 5: Python for Data Science Essential Training Part 2
- Learn Python programming for data science. Part 2 describes how to use machine learning to generate predictions and recommendations and automate routine tasks.
- Course 6: Data Science Foundations: Python Scientific Stack
- Learn how to use the Python scientific stack to complete data science tasks. Find out how to work with pandas for data crunching, NumPy for numeric computation, and more.
- Course 7: Python Data Analysis
- Interested in using Python for data analysis? Learn how to use Python, NumPy, and pandas together to analyze data sets large and small.
- Course 8: Python for Data Science Tips, Tricks, & Techniques
- Learn 12 techniques for how to work with data using Python. Review how to explore data, ingest data, visualize data, and more.
- Course 9: Python for Data Visualization
- Build accurate, engaging, and easy-to-generate data visualizations using the popular programming language Python.
- Course 10: Python Statistics Essential Training
- Extend your basic knowledge of statistics by building analytics skills using Python and powerful third-party libraries.
Taught by
Joe Marini, Miki Tebeka, Bill Weinman, Lillian Pierson, P.E., Lillian Pierson, P.E., Miki Tebeka, Michele Vallisneri, Ben Sullins, Michael Galarnyk and Michele Vallisneri
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