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python-ml-engineering

Python engineering foundations applied to ML and AI systems.

This repository covers core Python concepts with a focus on writing clean, efficient, and production-ready code for machine learning contexts.

Topics

  • Data structures and algorithms for ML pipelines
  • Object-oriented design patterns in Python
  • Performance and memory optimization
  • Pythonic code and best practices (PEP8, type hints, docstrings)
  • Functional programming patterns

References

  • Complete Python Bootcamp — Udemy
  • Introdução à Ciência da Computação com Python — USP/Coursera
  • Python do Jeito Certo — Programação Dinâmica

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Python patterns and practices for ML engineering — covering OOP, data structures, performance, and clean code applied to AI systems.

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