Neuraxle

Pipeline framework

A machine learning pipeline library that enables the creation of modular and reusable data processing workflows

The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the right pipeline abstractions to write clean deep learning production pipelines. Let your pipeline steps have hyperparameter spaces. Design steps in your pipeline like components. Compatible with Scikit-Learn, TensorFlow, and most other libraries, frameworks and MLOps environments.

GitHub

608 stars
19 watching
62 forks
Language: Python
last commit: over 1 year ago
Linked from 6 awesome lists

deep-learningframeworkhyperparameter-optimizationhyperparameter-searchhyperparameter-tuninghyperparametersmachine-learningneuraxleparallelpipelinepipeline-frameworkpython-libraryscikit-learn

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
neuraxio/neuraxle-tensorflow Provides utility functions and abstractions for building machine learning models using TensorFlow 4
valeriobasile/learningbyreading A software framework for building NLP and entity linking pipelines with semantic parsing, word sense disambiguation, and entity linking capabilities. 82
m3dev/gokart A framework that solves common problems in machine learning pipeline development and provides an environment for reproducibility and team collaboration. 318
minyus/pipelinex A Python package to build and experiment with machine learning pipelines using Kedro, MLflow, and other tools 224
neuraxio/kata-clean-machine-learning-from-dirty-code Converting dirty machine learning code into clean, modular, and reusable components using the Pipe and Filter Design Pattern for Machine Learning. 18
google/paxml A framework for configuring and running machine learning experiments on top of Jax. 457
catalyst-team/neuro A 3D brain segmentation pipeline using Python and the Catalyst framework. 19
tensorflow/tfx An end-to-end platform for building and deploying machine learning pipelines in production environments. 2,114
nextflow-io/rnaseq-nf A pipeline for quantifying genomic features from short read data using Nextflow and various software components. 72
hadrieng/pipelines A collection of reusable computational pipelines for bioinformatics tasks. 2
paysure/orinoco A functional composable pipeline framework for Python that separates business logic from implementation. 11
google/praxis A library designed to be usable by other JAX-based ML projects, providing optimized layers for machine learning at scale. 178
datacanvasio/hypergbm An AutoML toolkit designed to automate the entire machine learning process pipeline for tabular data 337
biocorecrg/bionextflow A collection of reusable modules and sub-workflows for Nextflow pipelines in bioinformatics 26
mara/mara-pipelines A lightweight ETL framework providing a simple way to define and execute data transformation pipelines using declarative Python code. 2,081