Collection of Tools for ML

qte77 · May 27, 2024

ml   tools

E2E Automated ML Tools (AMLT)

• H2O Driverless AI
• Auto-Keras
• AutoML.org
  • Auto-PyTorch
  • Auto-Sklearn
• AutoGluon
• TPOT
• FLAML
• LightAutoML
• EvalML
• pycaret
• BlueCast
• Microsoft ML.NET AutoML
• Hyperscaler
  • Vertex AI - Google AI Tables
  • AWS Sagemaker
  • Azure AutoML
• Also
  • rminer
  • TransmogrifAI

EDA

• DataPrep
• pandas_profiling.ProfileReport
• SweetViz
• AutoViz
• Lux
• Vaex
• D-Tale
• Yellowbrick

Cleaning

• klib
• pyjanitor

FE

• Featuretools
• OpenFE
  • qte77/OpenFE fork
• AutoGluon Tabular - Feature Engineering

Pipeline

• sklearn.pipeline.Pipeline
• Pipelines - Hugging Face

Tuning

• Optuna - A hyperparameter optimization framework, also Ensemble tuning

Ensemble/NAS

• sklearn.ensemble Ensemble methods
• AutoGluon
• deephyper

Logging/Tracking

• Weights&Biases
• neptune.ai
• TensorBoard - TensorFlow

GUI

• Gradio

Exploratory Runtimes

• Google Colab
• AWS Sagemaker Studio
• sklearn lab - Jupyter Lite
• Try Jupyter
• Binder
• Kaggle Notebooks

Operationalize Notebooks

• Jupytext
• papermill

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