Illya Gerasymchuk
Engineering & Finance
Machine Learning
Articles and research notes on machine learning and AI for finance and markets, covering model design, feature engineering, forecasting workflows, validation methods, and practical deployment of data-driven systems.
Using Neural Networks To Find Imbalances In Limit Order Books
1 thoughts
Out of Sample Permutation Feature Importance For Random Forest’s Feature Optimization
4 thoughts
Proxy Model From Polymarket's 15 Minute Bitcoin Price
1 thoughts
The random forest that guides my model factory needs refactoring
1 thoughts
Overfitting In Machine Learning Models Visualized
1 thoughts
My trading ML factory yielded ≈22% return on gold on a daily timeframe, which is almost a double of gold's return in the same time period (≈12%)
2 thoughts
Don't Be Fooled By Backtest Performance
1 thoughts
No AGI With LLMs In Their Current Form.
1 thoughts
AI will follow a much more logarithmic growth than the hype may lead you to believe
1 thoughts
LLMs & AI Agents Didn't Replace Programming - They Evolved It
1 thoughts