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Bitcoin Cycles: A data-driven overview of halving events and price dynamic
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Bitcoin Cycles: A data-driven overview of halving events and price dynamic
Understanding Bitcoin’s 4-year cycles through data-driven analysis and systematic trading approaches.
Dec 22, 2025
•
Alexander Masztakowski
3
Beyond Loss Functions: A Practical Approach to Evaluating Financial ML Models
When I started building machine learning models for financial time series prediction, I quickly realized that traditional metrics like MSE (Mean Squared…
Dec 3, 2025
•
Alexander Masztakowski
3
I've built 4 ML models to predict Bitcoin prices. Here's what actually worked.
Building and comparing LSTM, GRU, and hybrid architectures for time series forecasting
Nov 2, 2025
•
Alexander Masztakowski
8
How to Build a Portfolio That Wins Across Regimes - with source code
TL;DR: You don’t need one perfect crypto strategy.
Sep 14, 2025
•
Jakub
12
2
The Hunt for Alpha: Solana Token Sniper Bots That Spot Tradeable Launches
Inside the world of automated token discovery and the tools making it possible
Aug 30, 2025
•
Alexander Masztakowski
4
🚀 Algorithmic Crypto Trading Course - Second Edition is Here!
Master Automated Crypto Trading with Python
Aug 25, 2025
•
Jakub
2
How to make more profit from Crypto - smart crypto bots tuning with Optuna
The 5x improvement in Sharpe ratio (0.27 → 1.39) while maintaining similar drawdown - interested how to do it?
Aug 13, 2025
•
Jakub
8
Mastering Level 2 Data in Crypto: Read the Order Book
“If price charts are the map, Level 2 data is the terrain.”
Aug 2, 2025
•
Jakub
3
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