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Text version for visually impaired users

Note: Data engineers often work closely with Data scientists, Data analysts and Machine Learning engineers. It’s good to have a basic understanding of the tools they use.

  • Visualise data

    • Tableau [general recommendation]
    • Looker [personal recommendation]
    • Grafana [general recommendation]
    • Jupyter Notebook [general recommendation]
    • Microsoft Power BI
  • Machine Learning fundamentals

    • Terminology [general recommendation]
      • Supervised vs unsupervised learning
      • Classification vs regression
      • Evaluation metrics
    • scikit-learn [general recommendation]
    • Tensorflow [personal recommendation]
    • Keras [personal recommendation]
    • PyTorch [general recommendation]
  • Machine Learning Ops

    • Tensorflow Extended (TFX) [general recommendation]
    • Kubeflow [personal recommendation]
    • MLflow
    • Amazon SageMaker
    • Google Cloud AI Platform

Note: Keep learning...