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머신러닝에 유용한 라이브러리 리스트

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BCML-KW/Usefull-ML-Tool

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Description

  • TF : Tensorflow
  • PT : PyTorch
  • SK : Scikit-Learn

Spiking Neural Networks

Title Description Framework Link
BindsNET spiking neural networks PT [Link]
NengoDL spiking neural networks TF [Link]

Meta Learning

Title Description Framework Link
learn2learn software library for meta-learning research PT [Link]

Graph Neural Networks

Title Description Framework Link
Spektral graph neural networks TF [Link]
PyTorch geometric graph neural networks PT [Link]
Deep Graph Library (DGL) graph neural networks - [Link]

Recommend Systems

Title Description Framework Link
tensorflow-recommenders recommender system models TF [Link]

Neural Structured Learning

Title Description Framework Link
neural-structured-learning leveraging structured signals TF [Link]

PyTorch Application

Title Description Framework Link
early-stopping-pytorch Pytorch early-stopping PT [Link]
pytorch-metric-learning Many loss and utils PT [Link]
pytorch-lighting The lightweight PyTorch wrapper PT [Link]

Optimizers

Title Description Framework Link
pytorch-optimizer Many optimizer PT [Link]

Hyperparameter Optimizer

Title Description Framework Link
Bayesian Optimization Bayesain optimization library - [Link]
NiaPy Nature Inspired Algorithms - [Link]
DEAP Genetic Algorithms library - [Link]
Optuna Random Search, Bayesian Optimization - [Link]
Hpbandster HyperBand and BOHB optimization library - [Link]
NNI Include many optimization library - [Link]

Feature Selection

Title Description Framework Link
FeatureSelectionGA FeatureSelection using Genetic Algorithms - [Link]

Automated Learning

Title Description Framework Link
NiaAML FeatureSelection using AutoML - [Link]
PyCaret low-code machine learning library SK [Link]
AutoKeras An AutoML system based on Keras TF [Link]

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머신러닝에 유용한 라이브러리 리스트

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