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Model Development

Build and train ML models using SageMaker notebooks and algorithms.

SageMaker Notebooks

  • Jupyter notebook environments
  • Kernel management
  • Collaborative development

Built-in Algorithms

  • XGBoost for tabular data
  • Image classification algorithms
  • Natural language processing

Custom Models

  • Bring your own algorithm
  • Container-based training
  • Framework support (TensorFlow, PyTorch)

Hyperparameter Tuning

  • Automated hyperparameter optimization
  • Bayesian optimization
  • Multi-objective tuning