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Dev.to
7/14/2026
The original title is "Implementing SMA and RSI Trading Indicators with Python and Pandas"

The original title is "Implementing SMA and RSI Trading Indicators with Python and Pandas"

Original: Moving Averages & RSI: Trading Like a Pro in the Matrix

Short summary

A beginner-friendly tutorial implementing Simple Moving Average and RSI trading indicators in Python using pandas. Shows naive loop-based approaches and their pitfalls, then demonstrates cleaner pandas rolling/ewm implementations. Includes signal generation logic combining SMA crossover with RSI oversold/overbought zones for crypto trading.

  • •SMA smooths price noise to reveal trends; RSI measures momentum on a 0–100 scale
  • •Combining SMA crossover with RSI oversold exit produces stronger buy/sell signals
  • •Pandas rolling and ewm functions replace slow loop-based calculations with one-liners

Generated with AI, which can make mistakes.

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