Husush
Career Roadmap

The Machine Learning Engineer Path

A structured guide for software engineers transitioning into machine learning and AI development in production environments.

Stage 1

Foundation

Before touching models, you need a rock-solid foundation in building reliable systems and understanding data.

  • 1
    Data Structures & AlgorithmsEssential for optimizing data pipelines and understanding model complexity.
  • 2
    Python MasteryAdvanced Python, typing, memory management, and C-extensions.
Stage 2

Core Skills

The language of machine learning: Math and fundamental data manipulation.

Locked
  • Linear Algebra & Calculus
  • Probability & Statistics
Stage 3

Intermediate

Stage 4

Advanced

Stage 5

Projects

Stage 6

Career