Structured Learning Paths
Comprehensive courses designed to take you from fundamentals to mastery. Each course includes video lessons, hands-on projects, and community support.
Upcoming Courses
Four foundational courses launching this year. Each builds essential skills for your data science journey.
Getting Started in Data Science
Your entry point into data science. Learn the foundations of Python, set up your development environment with Positron IDE, and understand the data science workflow.
What You'll Learn
- What is Data Science and why it matters
- Setting up Positron IDE and your development environment
- Python fundamentals for data analysis
- Working with Quarto notebooks
- Managing environments with uv
- Introduction to working with data
Prompt Engineering
Master the art of communicating with AI. Learn to write effective prompts that get better results from large language models like Claude, GPT, and others.
What You'll Learn
- Understanding how LLMs process prompts
- Prompt structure and formatting best practices
- Chain-of-thought and step-by-step reasoning
- Role-playing and persona prompts
- Prompt templates for common tasks
- Debugging and refining prompts
Data Analysis with Polars
Learn modern, high-performance data analysis with Polarsβthe lightning-fast DataFrame library that's changing how we work with data in Python.
What You'll Learn
- Polars fundamentals and syntax
- Data loading and export
- Filtering, selecting, and transforming data
- Aggregations and grouping operations
- Lazy evaluation for performance
- Real-world data analysis projects
Principles of Data Science / Fundamentals of Statistics
Build a solid foundation in statistics and data science principles. Learn to think critically about data, understand distributions, and make data-driven decisions.
What You'll Learn
- Descriptive statistics and data summarization
- Probability distributions and sampling
- Hypothesis testing and p-values
- Confidence intervals and estimation
- Correlation and regression basics
- Statistical thinking for real-world problems
What Makes Our Courses Different
Project-Based Learning
Every course includes real-world projects you can add to your portfolio. Learn by doing, not just watching.
Clear Explanations
Complex concepts broken down into digestible pieces. No unnecessary jargonβjust clarity and understanding.
Community Support
Join a community of learners. Get help, share your progress, and learn together.
Learn at Your Pace
All courses are self-paced. Access materials anytime, revisit lessons, and learn on your schedule.
Start Learning TodayβFor Free
While our courses are in development, explore hundreds of free tutorials on YouTube, Facebook, and Medium. Build your skills now and be ready when courses launch.