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M · AhsanAgentic AI Engineer
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AI / MLML Signals · Backtesting

Algorithmic Trading Bots

ML-driven automated trading bots with a custom BTC/USDT backtesting engine.

01 · The problem

Discretionary trading is inconsistent. The aim was reproducible, ML-signal-driven execution with rigorous historical validation.

02 · Approach

  1. 1

    Pulled historical data via yfinance and ccxt.

  2. 2

    Trained ML models to predict price patterns and generate signals.

  3. 3

    Built custom entry/exit logic and a full backtesting environment.

03 · Outcome

Accurate historical backtests and automated ML-signal-driven execution for BTC/USDT.

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