Python for Data Science Tips, Tricks, and Techniques

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Ben Sullins and Free the Data Academy

1:01:32

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01 - Introduction

01 - Discover new tips and tricks for Python.mp4

00:49

02 - What you should know.mp4

00:14

03 - Using the exercise files.mp4

01:09

04 - Set up on Windows.mp4

01:35

05 - Set up on Mac.mp4

01:43

02 - 1. Ingesting Data

01 - Working with JSON data.mp4

07:34

02 - Working with CSV files.mp4

02:25

03 - Working with Parquet files.mp4

05:04

04 - Reading data from GitHub API.mp4

04:21

03 - 2. Exploring Data

01 - Reading data with pandas.mp4

05:46

02 - Inspecting DataFrames with pandas.mp4

03:18

03 - Aggregating data with pandas.mp4

04:22

04 - Exporting data with pandas.mp4

03:53

04 - 3. Visualizing Data

01 - Basic charts in Plotly.mp4

05:26

02 - Small multiples with Plotly.mp4

04:56

03 - Using color in Plotly.mp4

03:41

04 - Finishing your data visualizations in Plotly.mp4

04:18

05 - Conclusion

01 - Next steps and additional resources.mp4

00:58

Description

Modern work in data science requires skilled professionals versed in analysis workflows and using powerful tools. Python can play an integral role in nearly every aspect of working with data—from ingest, to querying, to extracting and visualizing. In this course, instructor Ben Sullins highlights tips and tricks you can use right away to improve your skills in Python. Learn how to work with JSON data, CSV files, and Parquet files. Explore ways to read, inspect, and aggregate data using pandas. Plus, find out how to visualize data using basic charts, small multiples, and color in Plotly, as well as how to put the finishing touches on your data visualizations.

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Python

Data Science

Ben Sullins and Free the Data Academy

Instructor's Courses

I run Free the Data Academy which offers high-quality Data Skills training online. I've worked in data since the late 90's in nearly every role out there and in 2013 began sharing what I've learned through online courses. You can find my courses here on LinkedIn and on my own academy at FTDAcademy.com

Linkedin Learning

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.