{
  "id": "domain:data-science",
  "_kind": "Domain",
  "_file": "domain/domains/data-science.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Data Science",
    "description": "Data Science applies statistical analysis, machine learning, and\ndomain expertise to extract insight and predictive models from data.\n\nIt covers exploratory data analysis (pandas, R, Jupyter), feature\nengineering, classical ML (scikit-learn, XGBoost), deep learning\n(PyTorch, TensorFlow), experiment tracking, and communication of\nfindings through visualizations and reports. Data Science is upstream\nof ML-Ops (productionizing models) and downstream of Data Engineering\n(building the pipelines that supply clean data). Python and R are the\ndominant languages; SQL is essential for data access.\n"
  },
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      "kind": "contains"
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      "kind": "contains"
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      "attributes": {}
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      "kind": "applies_to",
      "attributes": {}
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      "attributes": {}
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