Cohort 4 - April 2023

Master Pandas patterns to write clean and optimized code, collaborate with others, and prepare for machine learning.

Matt Harrison

Trainer, Author, Advisor, Consultant

Fundamentals of Data Analysis Using Pandas

Answer complex questions, create compelling visualizations, and create re-usable code snippets to ease data analysis.

Perfect Your Data Analysis Skills with Pandas in 1 Week

Analysts and data-minded folks who want to leverage powerful tools that senior data scientists are using.

Data Scientists who want to learn how to use Pandas and get real time feedback on their data. Master the Python ecosystem.

Professionals who want to avoid the endless Untitled58.ipynb renaming procedure.

Who is this course for

Key outcomes

Dealing with raw data is a pain. You will apply a re-usable process and will execute it on your own data.

Learn Patterns for Loading and Prepping Data

You will master a framework that allows you to clean, enhance, shrink, and prepare data for analysis and machine learning.

Cleaning Numeric, Categoric, and Date Data

Loading data is half the battle. The other half is understanding it. You will create compelling visualizations to tell your story.

Effective EDA & Visualization

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.

Organize your Code & Notebooks

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.

Get Feedback on Your Work

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.

Study Other Solutions

No canned data. Use your own data in the lab and get real time feedback!

Work on Your Own Data

You will master common patterns to manipulate your data

Manipulate your data with ease

You will write code that you can quickly evaluate to ensure your results

Quickly Create and Evaluate Code

Write code that you can deploy and share with others

Be Confident with your Code

Use Patterns to Build Powerful Reports

See what people are saying

Happy Clients

Meet your instructor

Install and leverage power tooling on your machine.

Jupyter & Library Installation

Quantify, visualize, and determine steps for dealing with messy values.

Dealing with Numeric Data

Leverage the correct plots to tell compelling stories.

Visualizing Data

Learn to quantify and understand categorical data. Extract information from free form data.

Understanding Categorical and Freeform Data

Use best practices of software engineering to create reusable snippets of code and analysis.

Organizing Notebooks and Code

Course syllabus

We will meet as a cohort to learn, work, share, and in

Monday, Wednesday, & Friday

Work on applying frameworks and code snippets to your data.

Daily projects

Course schedule

Based on Best-selling book, Effective Pandas

You can probably get your company to pay for this course. I've included a template to make it easy for you.

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The email template is available <a href="https://docs.google.com/document/d/1gGjZSRG4_ud9bZRu_6CO6BZHAGRZBFGAl3JLaxeNMxw/edit?usp=sharing" rel="noopener noreferrer" target="_blank">here.</a>

Email Template

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This course builds on live workshops and hands-on projects

Active learning, not passive watching

You’ll be interacting with other learners through breakout rooms and project teams

Interactive and project-based

Join a community of like-minded people who want to learn and grow alongside you

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About this course

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