AcademyML for Trading
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ML for Trading
ProTrain ML models to predict stock prices. Learn feature engineering, model evaluation, and how to avoid the pitfalls (lookahead bias, overfitting).
5 lessons
~62 minutes total
Your Progress
0 of 5 lessons complete
Lessons
1
Feature Engineering: Creating Predictive Inputs
Learn how to create features from price data that machine learning models can use to predict price movements.
12 min4 key takeaways
2
Supervised Learning: Predicting Price Direction
Learn how to train machine learning models to predict if prices will go up or down.
14 min4 key takeaways
3
Avoiding Lookahead Bias & Data Leakage
The #1 mistake in ML trading: accidentally using future information. Learn how to avoid it.
10 min4 key takeaways
4
Model Evaluation for Time Series
Learn why standard cross-validation is wrong for time series and how to properly evaluate ML trading models.
11 min4 key takeaways
5
End-to-End ML Trading Pipeline
Build a complete machine learning trading pipeline from data to live signals.
15 min4 key takeaways