Market Desk: Data Analytics with pandas
Load a table of holdings, rank every position, and surface the biggest mover of the day. This is the exact data loop analysts live in.
What you'll be able to build
Load a table of holdings, rank every position, and surface the biggest mover of the day. This is the exact data loop analysts live in. Along the way you pick up real, transferable Python skills, not just this one project:
- pandas DataFrame creation & column ops
- vectorized arithmetic (no loops)
- groupby + aggregation
- sorting & ranking
- filtering with boolean masks
- summary statistics
A course like this one
Yours is built from your own placement, so module count and depth will differ. This map shows what a intermediate-level Python learner building Market Desk actually gets.
- Module 1: Values and output5 lessons
Builds the script for your market desk.
- Module 2: Collections and data5 lessons
Builds the data flow workflow for your market desk.
- Module 3: Branching and state5 lessons
Builds the function that powers your market desk.
- Module 4: Functions and tests5 lessons
Builds the reusable module for your market desk.
- Module 5: Files, APIs, and persistence5 lessons
Builds the service boundary for your market desk.
- Module 6: Packaging and review3 lessons
Builds the release package for your market desk.
How the lessons actually work
Every lesson has you predict what a piece of Python code will output before you run it, then run it for real in your browser and fix what you got wrong. Each module ends in a challenge gate with hidden tests, so you can't advance until your code actually works. The course closes with a capstone that assembles everything into Market Desk, and a runnable proof page tied to your own code.
Common questions
How long does the Market Desk: Data Analytics with pandas course take?
about 7 hours, across 6 modules and 28 lessons, at roughly 15 minutes per lesson. Your own course may run shorter or longer, since it's sized to your placement result, not a fixed template.
Do I need experience?
Some. This is an intermediate-tier Python project, so it assumes you're comfortable with Python basics and pushes past them.
How much does it cost?
$15 one-time, no subscription. The first module is free, so you can see exactly how the course teaches before you pay for the rest.