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Machine Learning Blog

Deep dives into ML concepts, mathematical foundations, and practical implementations for quantitative trading.

Neural Networks from Scratch: The Complete Mathematical Guide
Deep Learning

Neural Networks from Scratch: The Complete Mathematical Guide

Understanding the mathematics behind neural networks, from perceptrons to backpropagation. Build your intuition with derivations and code.

Neural NetworksMathematicsDeep Learning
TheMLTrader

TheMLTrader

Jan 15

25 min
Gradient Descent & Optimization: From SGD to Adam
Optimization

Gradient Descent & Optimization: From SGD to Adam

Master the optimization algorithms that power deep learning. Understand momentum, RMSprop, Adam, and learning rate schedules.

OptimizationGradient DescentAdam
TheMLTrader

TheMLTrader

Jan 10

20 min
LSTM Networks for Time Series Forecasting
Deep Learning

LSTM Networks for Time Series Forecasting

Deep dive into Long Short-Term Memory networks for financial time series. Learn the architecture, mathematics, and practical implementation.

LSTMTime SeriesDeep Learning
TheMLTrader

TheMLTrader

Jan 5

22 min
Feature Engineering for Algorithmic Trading
Feature Engineering

Feature Engineering for Algorithmic Trading

Transform raw market data into predictive features. Learn technical indicators, market microstructure features, and alternative data processing.

Feature EngineeringTradingTechnical Analysis
TheMLTrader

TheMLTrader

Dec 28

18 min
Cross-Validation for Time Series: Avoiding Data Leakage
Model Validation

Cross-Validation for Time Series: Avoiding Data Leakage

Learn proper validation techniques for time series data. Understand walk-forward validation, purged K-fold, and the dangers of random splitting.

Cross-ValidationTime SeriesBacktesting
TheMLTrader

TheMLTrader

Dec 20

15 min
Regularization Techniques: L1, L2, Dropout, and Beyond
Machine Learning

Regularization Techniques: L1, L2, Dropout, and Beyond

Prevent overfitting in machine learning models. Understand the mathematics of regularization and when to apply each technique.

RegularizationOverfittingMachine Learning
TheMLTrader

TheMLTrader

Dec 15

16 min

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