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Career roadmap

Machine Learning Engineer Roadmap

Design, train, and deploy machine learning models at scale, covering data pipelines, model serving, and MLOps practices.

Steps
5
Learning sources
15
Video lessons
15
Project ideas
5
  1. Step 1 of 5Start here

    Linear Algebra · Calculus & Optimization · Probability & Statistics · NumPy & SciPy

    • 3 sources
    • 3 videos
    • 1 project
    • 3 tools
  2. Step 2 of 5

    Supervised Learning · Ensemble Methods · Unsupervised Learning · Model Evaluation

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  3. Step 3 of 5

    Neural Networks · PyTorch Basics · CNNs · Transformers · +1 more

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  4. Step 4 of 5

    Data Collection · Feature Engineering · Data Validation · Pipeline Orchestration

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  5. Step 5 of 5

    Experiment Tracking · Model Registry · Model Serving · Monitoring & Drift

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools

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