Fundamentals of Data Analysis Using Pandas
Fundamentals of Data Analysis Using Pandas
5 Days
·Cohort-based Course
Master Pandas patterns to write clean and optimized code, collaborate with others, and prepare for machine learning.
Fundamentals of Data Analysis Using Pandas
5 Days
·Cohort-based Course
Master Pandas patterns to write clean and optimized code, collaborate with others, and prepare for machine learning.
Get notified about the next cohort
Hosted by
Matt Harrison
Trainer, Author, Advisor, Consultant
Course overview
Perfect Your Data Analysis Skills with Pandas in 1 Week
Answer complex questions, create compelling visualizations, and create re-usable code snippets to ease data analysis.
Who is this course for
01
Analysts and data-minded folks who want to leverage powerful tools that senior data scientists are using.
02
Data Scientists who want to learn how to use Pandas and get real time feedback on their data. Master the Python ecosystem.
03
Professionals who want to avoid the endless Untitled58.ipynb renaming procedure.
Key outcomes
Learn Patterns for Loading and Prepping Data
Dealing with raw data is a pain. You will apply a re-usable process and will execute it on your own data.
Cleaning Numeric, Categoric, and Date Data
You will master a framework that allows you to clean, enhance, shrink, and prepare data for analysis and machine learning.
Effective EDA & Visualization
Loading data is half the battle. The other half is understanding it. You will create compelling visualizations to tell your story.
Organize your Code & Notebooks
What good is code if no one can read it or use it? You will structure your code and notebook so that they are easy to share and collaborate with others.
Get Feedback on Your Work
Books or online courses are great for knowledge transfer. In this course, you will apply that knowledge to your own data, learn faster, and walk away with code you can use at work.
Study Other Solutions
When you work with a cohort, you will review their solutions and applications. Working together will reinforce the patterns and you will find them generally applicable.
Use Patterns to Build Powerful Reports
Work on Your Own Data
No canned data. Use your own data in the lab and get real time feedback!
Manipulate your data with ease
You will master common patterns to manipulate your data
Quickly Create and Evaluate Code
You will write code that you can quickly evaluate to ensure your results
Be Confident with your Code
Write code that you can deploy and share with others
See what people are saying
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Fundamentals of Data Analysis Using Pandas
Meet your instructor
Matt Harrison
Trainer, Author, Advisor, Consultant
Data:
6 best-selling books, including Effective Pandas, Illustrated Guide to Python 3, and Machine Learning Pocket Reference.
Trainer for NASA, Qualcomm, Adobe, and more.
Instructor at Stanford and University of Utah.
20+ years of experience with Python and data science.
CS degree Stanford University.
I have created many online courses. This is my first cohort based course because I believe in the power of accountability. This course is not giving you a fish. It is beyond teaching you to fish. It is going on a fishing trip with you.
This course is proudly sponsored by MetaSnake
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Fundamentals of Data Analysis Using Pandas
Course syllabus
01
Jupyter & Library Installation
Install and leverage power tooling on your machine.
02
Dealing with Numeric Data
Quantify, visualize, and determine steps for dealing with messy values.
03
Visualizing Data
Leverage the correct plots to tell compelling stories.
04
Understanding Categorical and Freeform Data
Learn to quantify and understand categorical data. Extract information from free form data.
05
Organizing Notebooks and Code
Use best practices of software engineering to create reusable snippets of code and analysis.
Course schedule
6-8 hours
Monday, Wednesday, & Friday
4:00pm - 6:00pm EST
We will meet as a cohort to learn, work, share, and in
Daily projects
1-2 hours per day
Work on applying frameworks and code snippets to your data.
Based on Best-selling book, Effective Pandas
These books get you close to 98%-99% of all the necessary core skills. -NVidia Engineer
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Learning is better with cohorts
Active learning, not passive watching
This course builds on live workshops and hands-on projects
Interactive and project-based
You’ll be interacting with other learners through breakout rooms and project teams
Learn with a cohort of peers
Join a community of like-minded people who want to learn and grow alongside you