astrodata

A Python framework for machine learning on astronomical data

Getting Started

• Introduction
• Getting Started

Tutorial

• data
  • Overview
  • loaders
  • processors
  • Data Pipeline
• pre-machine learning
  • Overview
  • processors
  • PremlPipeline
• machine learning
  • models
  • model selection
  • metrics
• tracking
  • git
  • DVC
  • Model Tracking
• Configuration Reference
  • Configuration Sections
  • Usage
• Extending astrodata
  • Understanding Abstract Base Classes (ABCs) in Python
  • Example 1, Extending astrodata.ml.metrics.BaseMetric
  • Example 2, Extending astrodata.ml.models.BaseMlModel
  • Example 3, Extending astrodata.ml.model_selection.BaseMlModelSelector

Python API

• astrodata.data package
  • Subpackages
  • Submodules
  • astrodata.data.pipeline module
  • astrodata.data.schemas module
  • astrodata.data.utils module
  • Module contents
• astrodata.preml package
  • Subpackages
  • Submodules
  • astrodata.preml.pipeline module
  • astrodata.preml.schemas module
  • astrodata.preml.utils module
  • Module contents
• astrodata.ml package
  • Subpackages
  • Module contents
• astrodata.tracking package
  • Submodules
  • astrodata.tracking.CodeTracker module
  • astrodata.tracking.DataTracker module
  • astrodata.tracking.MLFlowTracker module
  • astrodata.tracking.ModelTracker module
  • astrodata.tracking.Tracker module
  • Module contents

Python Examples

• astrotaxi/0_astrotaxi_example.py
• astrotaxi/step1_data_import.py
• astrotaxi/step2_preml.py
• astrotaxi/step3_ml.py
• data/1_data_example.py
• data/2_preml_example.py
• data/3_torch_data.py
• data/4_tensorflow_data.py
• data/utils.py
• ml/10_2_pytorch_hp_example_mlflow.py
• ml/10_pytorch_hp_example.py
• ml/11_pytorch_mlflow_example.py
• ml/12_pytorch_freeze_train.py
• ml/13_pytorch_resnet18.py
• ml/14_pytorch_save_example.py
• ml/15_tensorflow_example.py
• ml/16_tensorflow_gs_example.py
• ml/17_tensorflow_hp_example.py
• ml/18_tensorflow_mlflow_example.py
• ml/19_tensorflow_freeze_train.py
• ml/1_sklearn_example.py
• ml/2_multimodel_example.py
• ml/3_1_gridsearch_parallel_example.py
• ml/3_2_gridsearch_parallel_comparison.py
• ml/3_gridsearch_example.py
• ml/4_1_hyperopt_parallel_example.py
• ml/4_hyperopt_example.py
• ml/5_mlflow_simple_example.py
• ml/6_mlflow_gs_example.py
• ml/7_mlflow_hp_example.py
• ml/8_pytorch_example.py
• ml/9_pytorch_gs_example.py
• real_world/fits_ml.py
• real_world/pytorch_galaxyMNIST.py
• real_world/tensorflow_galaxyMNIST.py
• real_world/testdata/data_load.py

Indices and tables

• Index

• Module Index

• Search Page