Expert Topics & Synthesis
The statistical lens, signal combination, and fully worked examples that tie the course together.
- Lesson 1Expert
Long Lookbacks & Statistical Features
Long-window measurements reveal slow-moving structure in returns, but only if you respect regime bias and the limits of stationarity.
7 minQuiz - Lesson 2Expert
Statistical Edges & Mean Reversion
A statistical edge is a small, repeatable tilt in your favour - and mean reversion is one classic source, valid only with enough trades to trust it.
7 minQuiz - Lesson 3Expert
Feature Engineering Primer
A feature is any number you derive from raw data to describe a market; good features are normalised and, above all, free of lookahead leakage.
7 minQuiz - Lesson 4Expert
Combining Signals & Confluence
Confluence means several independent signals agreeing; the value comes from independence, and stacking too many filters can quietly destroy a strategy.
7 minQuiz - Lesson 5Expert
Risk of Ruin & the Kelly Idea
Risk of ruin is the probability of losing too much to continue; the Kelly criterion suggests an optimal bet size, and fractional Kelly is the practical, safer version.
7 minQuiz - Lesson 6Expert
Example Trade Walkthroughs
A fully worked trade from thesis to entry to management to exit, followed by an honest review - the synthesis that ties every tool in the course together.
7 minQuiz