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Learn systematic tradingthe way it actually works.

Most retail trading education is a highlight reel: cherry-picked backtests, secret indicators, someone's best week. This is the opposite — a course built from a live operation's real receipts, where the method is the product and the failures are the best material. Free, sequential, and hands-on.

Start with Module 0 Browse the glossary

What's here

Four rooms, all open.

The curriculum

Syllabus live

Nine modules, fundamentals to final project: why edge is rare, honest backtesting, walk-forward validation, risk, execution, and what breaks in production. Each module ships as a video plus written notes plus starter code.

Glossary

Live

Plain-language definitions of the terms this field hides behind — Sharpe ratio, deflated Sharpe, walk-forward, drawdown, slippage, overfitting — written so a beginner can actually use them.

The open-source stack

Live

You do not need to buy software to do this seriously. The free, open-source tools professionals actually use — pandas, vectorbt, backtrader, NautilusTrader, LEAN — and how to choose between them.

Engineering case studies

Live

Real post-mortems from our own system, generalized into the lessons that transfer: seam bugs between subsystems, silently contaminated feedback loops, and why a monitor lying to you is the default state of the world.

How this is taught

Three rules the whole curriculum obeys.

The framework, not the recipe

We teach the shape of rigor — the validation categories, the methodology, the open-source tooling — not our proprietary thresholds or live signals. CS50 teaches you to think like a computer scientist; it does not hand you Harvard's grading algorithm. Same posture here.

Failures are the syllabus

Twenty-six of our twenty-seven strategy families died under validation, and every autopsy is published. Most trading content shows you winners because winners sell. Losers teach. You will learn more from why the iron condor died than from any equity curve.

No advice, ever

Nothing in this curriculum is a recommendation to trade anything. It is published on a regular schedule, identical for every reader, and never tailored to anyone's situation. If you want someone to tell you what to buy, this is the wrong place — on purpose.

The textbook is the graveyard.

Every strategy we have tested since June, with its honest verdict — 26 dead or untestable, 1 alive — is public. The curriculum teaches the method; the graveyard shows it running.

Read the research graveyard

About this curriculum: everything in the Learn section is for educational and informational purposes only. It does not constitute personalized investment advice, a recommendation to buy or sell any security or derivative, or an offer of advisory services. Crash Money Analytics does not know your individual financial situation, and nothing here should be treated as tailored to it. Trading involves substantial risk of loss. Consult a licensed financial advisor before making investment decisions. See our Risk Disclosures.