
LEARNING PATH
LEARNING PATH
Python for Data Analytics
Python for Data Analytics
This path is for BI Analysts or Data Scientists looking to master Python's most powerful tools for data analysis and visualization, including Pandas, Matplotlib, Seaborn, Plotly and Dash.
This path is for BI Analysts or Data Scientists looking to master Python's most powerful tools for data analysis and visualization, including Pandas, Matplotlib, Seaborn, Plotly and Dash.
certificate available
76 hours
4 courses
3 guided projects



Overview
This path is for BI analysts or data scientists looking to build job-ready Python skills and master the most popular libraries for data analysis and visualization.
We'll start by mastering the core building blocks of Python for analytics, including data types, properties, and foundational tools like variables, numeric and string operators, conditional logic, loops and functions.
Next we'll dive into NumPy & Pandas, two of the most popular Python packages for data analysis. We'll introduce arrays and array properties, common operations like indexing, slicing, filtering and sorting, and powerful methods for exploring, analyzing, aggregating and transforming dataframes.
From there we'll explore data visualization methods using Matplotlib & Seaborn. We'll introduce data visualization frameworks and best practices, review tools and techniques for building and customizing basic charts, then explore advanced formatting options and custom visuals.
Last but not least we'll use Plotly & Dash to build and deploy interactive visuals, dashboards, and web applications.
This path is designed to help you learn job-ready skills, solve real business problems, and build a project portfolio to showcase your skills to peers and employers.
Skills You'll Learn
Data Prep
Data Analysis
Data Visualization
Who Should Take This Path?
Data Analysts or BI professionals looking to build expert-level Python skills
Aspiring data scientists who want to learn Python for data analysis and visualization
Students looking for a hands-on, project-based learning experience
Path Requirements
Jupyter Notebooks (free download, we'll walk through the install)
No advance preparation is required (basic familiarity with programming is a plus, but not a prerequisite)
Meet Your Instructors

Chris Bruehl
Analytics Engineer & Lead Python Instructor
Chris is a Python expert, certified Statistical Business Analyst, and seasoned Data Scientist, having held senior-level roles at large insurance firms and financial service companies. He earned a Masters in Analytics at NC State's Institute for Advanced Analytics, where he founded the IAA Python Programming club.
Overview
This path is for BI analysts or data scientists looking to build job-ready Python skills and master the most popular libraries for data analysis and visualization.
We'll start by mastering the core building blocks of Python for analytics, including data types, properties, and foundational tools like variables, numeric and string operators, conditional logic, loops and functions.
Next we'll dive into NumPy & Pandas, two of the most popular Python packages for data analysis. We'll introduce arrays and array properties, common operations like indexing, slicing, filtering and sorting, and powerful methods for exploring, analyzing, aggregating and transforming dataframes.
From there we'll explore data visualization methods using Matplotlib & Seaborn. We'll introduce data visualization frameworks and best practices, review tools and techniques for building and customizing basic charts, then explore advanced formatting options and custom visuals.
Last but not least we'll use Plotly & Dash to build and deploy interactive visuals, dashboards, and web applications.
This path is designed to help you learn job-ready skills, solve real business problems, and build a project portfolio to showcase your skills to peers and employers.
Skills You'll Learn
Data Prep
Data Analysis
Data Visualization
Who Should Take This Path?
Data Analysts or BI professionals looking to build expert-level Python skills
Aspiring data scientists who want to learn Python for data analysis and visualization
Students looking for a hands-on, project-based learning experience
Path Requirements
Jupyter Notebooks (free download, we'll walk through the install)
No advance preparation is required (basic familiarity with programming is a plus, but not a prerequisite)
Meet Your Instructors

Chris Bruehl
Analytics Engineer & Lead Python Instructor
Chris is a Python expert, certified Statistical Business Analyst, and seasoned Data Scientist, having held senior-level roles at large insurance firms and financial service companies. He earned a Masters in Analytics at NC State's Institute for Advanced Analytics, where he founded the IAA Python Programming club.
Overview
This path is for BI analysts or data scientists looking to build job-ready Python skills and master the most popular libraries for data analysis and visualization.
We'll start by mastering the core building blocks of Python for analytics, including data types, properties, and foundational tools like variables, numeric and string operators, conditional logic, loops and functions.
Next we'll dive into NumPy & Pandas, two of the most popular Python packages for data analysis. We'll introduce arrays and array properties, common operations like indexing, slicing, filtering and sorting, and powerful methods for exploring, analyzing, aggregating and transforming dataframes.
From there we'll explore data visualization methods using Matplotlib & Seaborn. We'll introduce data visualization frameworks and best practices, review tools and techniques for building and customizing basic charts, then explore advanced formatting options and custom visuals.
Last but not least we'll use Plotly & Dash to build and deploy interactive visuals, dashboards, and web applications.
This path is designed to help you learn job-ready skills, solve real business problems, and build a project portfolio to showcase your skills to peers and employers.
Skills You'll Learn
Data Prep
Data Analysis
Data Visualization
Who Should Take This Path?
Data Analysts or BI professionals looking to build expert-level Python skills
Aspiring data scientists who want to learn Python for data analysis and visualization
Students looking for a hands-on, project-based learning experience
Path Requirements
Jupyter Notebooks (free download, we'll walk through the install)
No advance preparation is required (basic familiarity with programming is a plus, but not a prerequisite)
Meet Your Instructors

Chris Bruehl
Analytics Engineer & Lead Python Instructor
Chris is a Python expert, certified Statistical Business Analyst, and seasoned Data Scientist, having held senior-level roles at large insurance firms and financial service companies. He earned a Masters in Analytics at NC State's Institute for Advanced Analytics, where he founded the IAA Python Programming club.
Explore more learning paths
Explore more learning paths


Coming Soon
8
hours
Skill learning path
Generative AI Essentials
This path will help you turn Gen AI into your competitive edge. Learn how LLMs work, master the art of prompt engineering, and unlock new ways to think, create, and lead with AI.
4 Courses
Skills You'll Learn
AI
Featured
Persona - Career Launcher
Persona - Data literacy
Persona - Upskiller
Skill Path



26
hours
Skill learning path
Data Literacy Foundations
This path is for anyone looking to build foundational data literacy and analytical thinking skills, and learn how to interpret, manage, analyze and communicate with data.
4 Courses
2 Guided Projects
Skills You'll Learn
Data Analysis
Data Foundations
Data Prep
Skill Path
Persona - Data literacy
Featured






85
hours
career learning path
Business Intelligence Analyst
This path is for aspiring data professionals looking to master a powerful stack of self-service business intelligence tools, including Excel, MySQL, Power BI and Tableau
6 Courses
4 Guided Projects
Skills You'll Learn
Data Analysis
Data Foundations
Data Prep
Data Visualization
Database Design
Career Path
Featured
Persona - Career Launcher


Coming Soon
8
hours
Skill learning path
Generative AI Essentials
This path will help you turn Gen AI into your competitive edge. Learn how LLMs work, master the art of prompt engineering, and unlock new ways to think, create, and lead with AI.
4 Courses
Skills You'll Learn
AI
Featured
Persona - Career Launcher
Persona - Data literacy
Persona - Upskiller
Skill Path



26
hours
Skill learning path
Data Literacy Foundations
This path is for anyone looking to build foundational data literacy and analytical thinking skills, and learn how to interpret, manage, analyze and communicate with data.
4 Courses
2 Guided Projects
Skills You'll Learn
Data Analysis
Data Foundations
Data Prep
Skill Path
Persona - Data literacy
Featured


Coming Soon
8
hours
Skill learning path
Generative AI Essentials
This path will help you turn Gen AI into your competitive edge. Learn how LLMs work, master the art of prompt engineering, and unlock new ways to think, create, and lead with AI.
4 Courses
Skills You'll Learn
AI
Featured
Persona - Career Launcher
Persona - Data literacy
Persona - Upskiller
Skill Path



26
hours
Skill learning path
Data Literacy Foundations
This path is for anyone looking to build foundational data literacy and analytical thinking skills, and learn how to interpret, manage, analyze and communicate with data.
4 Courses
2 Guided Projects
Skills You'll Learn
Data Analysis
Data Foundations
Data Prep
Skill Path
Persona - Data literacy
Featured
FOR INDIVIDUALS
Master data & AI skills
Build data & AI skills to launch or accelerate your career (start for free, no credit card required).

FOR COMPANIES & TEAMS
Transform your workforce
Assess your team's data & AI skills and follow personalized learning plans to close the gaps.
FOR INDIVIDUALS
Master data & AI skills
Build data & AI skills to launch or accelerate your career (start for free, no credit card required).

FOR COMPANIES & TEAMS
Transform your workforce
Assess your team's data & AI skills and follow personalized learning plans to close the gaps.
FOR INDIVIDUALS
Master data & AI skills
Build data & AI skills to launch or accelerate your career (start for free, no credit card required).

FOR COMPANIES & TEAMS
Transform your workforce
Assess your team's data & AI skills and follow personalized learning plans to close the gaps.
DISCOVER
DISCOVER
DISCOVER


