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Algorithmic Trading Strategies

Volatility Clustering Strategy: Trading High-Volatility Regimes in Crypto Markets

Dec 17, 2025

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7 min read

Volatility Clustering Strategy: Trading High-Volatility Regimes in Crypto Markets

A Flexible Python Framework for Identifying Clusters, Generating Signals, and Dynamic Position Sizing – with a Critical Look at Lookahead Bias

Ayrat Murtazin

Algorithmic Trading Strategies

Forecasting Apple (AAPL) Stock Prices Using LSTM and GRU

Dec 16, 2025

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14 min read

Forecasting Apple (AAPL) Stock Prices Using LSTM and GRU

A Comparative Analysis of Accuracy Between LSTM and GRU Models

Ayrat Murtazin

Algorithmic Trading Strategies

Bayesloop: The Game-Changing Probabilistic Tool for Time-Varying Time Series

Dec 16, 2025

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6 min read

Bayesloop: The Game-Changing Probabilistic Tool for Time-Varying Time Series

Ditching MCMC for Fast, Grid-Based Bayesian Inference on Shifting Parameters and Change Points

Ayrat Murtazin

Algorithmic Trading Strategies

Predicting Bitcoin Price Direction Using Random Forest and Technical Indicators

Dec 15, 2025

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15 min read

Predicting Bitcoin Price Direction Using Random Forest and Technical Indicators

A step-by-step machine learning project using historical price data and engineered features to forecast daily Bitcoin movements

Ayrat Murtazin

Algorithmic Trading Strategies

VWAP Breakout with Volume Confirmation: A Powerful Intraday Momentum Strategy

Dec 14, 2025

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7 min read

VWAP Breakout with Volume Confirmation: A Powerful Intraday Momentum Strategy

Capturing High-Conviction Price Moves by Combining Volume-Weighted Average Price with Surge Validation

Ayrat Murtazin

Algorithmic Trading Strategies

Uncovering Hidden Market Regimes in Gold Prices with Hidden Markov Models

Dec 12, 2025

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19 min read

Uncovering Hidden Market Regimes in Gold Prices with Hidden Markov Models

A Complete Python Tutorial Using Pomegranate, Baum-Welch, and Viterbi to Detect Bull, Bear, and High-Volatility States

Ayrat Murtazin

Algorithmic Trading Strategies

A Practical Python Guide to the Markowitz Efficient Frontier

Dec 12, 2025

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8 min read

A Practical Python Guide to the Markowitz Efficient Frontier

From Random Simulations to Real Outperformance – Build Your Own Diversified Portfolio in <15 Minutes

Ayrat Murtazin

Algorithmic Trading Strategies

Can Supervised ML Classifiers Improve ROI of Pairs Trading?

Dec 11, 2025

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14 min read

Can Supervised ML Classifiers Improve ROI of Pairs Trading?

Delve into ML-Powered Cointegrated Statistical Arbitrage with Z-Score, Backtesting, Sharpe Ratio and Max Drawdown KPIs in Python

Ayrat Murtazin

Algorithmic Trading Strategies

Mean Reversion Trading with Kalman Filters: Estimating Fair Value in EUR/USD

Dec 10, 2025

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9 min read

Mean Reversion Trading with Kalman Filters: Estimating Fair Value in EUR/USD

How to identify leading, weakening, lagging, and improving sectors in the Indian stock market using Python, Nifty 50 as benchmark, and live yfinance data – full working code included

Ayrat Murtazin

Archive

Volatility Clustering Strategy: Trading High-Volatility Regimes in Crypto Markets

Forecasting Apple (AAPL) Stock Prices Using LSTM and GRU

Bayesloop: The Game-Changing Probabilistic Tool for Time-Varying Time Series

Predicting Bitcoin Price Direction Using Random Forest and Technical Indicators

VWAP Breakout with Volume Confirmation: A Powerful Intraday Momentum Strategy

Uncovering Hidden Market Regimes in Gold Prices with Hidden Markov Models

A Practical Python Guide to the Markowitz Efficient Frontier

Can Supervised ML Classifiers Improve ROI of Pairs Trading?

Mean Reversion Trading with Kalman Filters: Estimating Fair Value in EUR/USD

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