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Finance

+3

How to Perform Bitcoin Price Feature Engineering Using Python

Oct 23, 2025

•

13 min read

How to Perform Bitcoin Price Feature Engineering Using Python

Understanding Bitcoin Price Behavior Through Statistical and Visual Analysis

Ayrat Murtazin
Ayrat Murtazin

Finance

+2

Stock Price Forecasting: Gated Recurrent Unit (GRU)

Oct 23, 2025

•

20 min read

Stock Price Forecasting: Gated Recurrent Unit (GRU)

Using Gated Recurrent Units to Predict Future Stock Trends with Python

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Build a Lightning-Fast Research Database: Polars with DuckDB

Oct 22, 2025

•

15 min read

Build a Lightning-Fast Research Database: Polars with DuckDB

Algorithmic Trading with Hedge Fund Level Analytics with Polars and DuckDB

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Building a Production-Ready Mean Reversion Strategy

Oct 22, 2025

•

14 min read

Building a Production-Ready Mean Reversion Strategy

IBS + Momentum Analysis

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Understanding Volatility Drags: A Stochastic Approach to Leveraged Investing
LockSimple

Oct 22, 2025

•

14 min read

Understanding Volatility Drags: A Stochastic Approach to Leveraged Investing

Exploring the relationship between leverage, volatility, and returns.

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

I Handed ChatGPT $100 to Trade Stocks — Here’s What Happened in 2 Months.

Oct 22, 2025

•

10 min read

I Handed ChatGPT $100 to Trade Stocks — Here’s What Happened in 2 Months.

What happens when you let a chatbot play Wall Street? It’s up 29% while the S&P 500 lags at 4%.

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Filtering Through Market Noises: The Time-Decay Adaptive Exponential MA

Oct 21, 2025

•

13 min read

Filtering Through Market Noises: The Time-Decay Adaptive Exponential MA

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Deep Learning for Hidden Market Regimes: VAE & Transformer Extension to LGMM

Oct 21, 2025

•

27 min read

Deep Learning for Hidden Market Regimes: VAE & Transformer Extension to LGMM

VAE & Transformer Extension to LGMM

Ayrat Murtazin
Ayrat Murtazin

Finance

+3

Stock Market News Sentiment Analysis Using FinBERT and Yahoo Finance

Oct 20, 2025

•

11 min read

Stock Market News Sentiment Analysis Using FinBERT and Yahoo Finance

A Practical Python Guide to Sentiment Analysis on Financial News

Ayrat Murtazin
Ayrat Murtazin
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