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Top 154 automl open source projects

Automated machine learning package

✭ 24

python data-science machine-learning automl

Distributed Asynchronous Hyperparameter Optimization better than HyperOpt. 比HyperOpt更强的分布式异步超参优化库。

✭ 93

python machine-learning optimization hyperparameter-optimization hyperopt bayesian-optimization automl blackbox-optimization multi-fidelity

EasyRec

A framework for large scale recommendation algorithms.

autogbt-alt

An experimental Python package that reimplements AutoGBT using LightGBM and Optuna.

✭ 76

python shell machine-learning kaggle lightgbm automl gradient-boosting

OptGBM

Optuna + LightGBM = OptGBM

✭ 27

python Dockerfile machine-learning automl

human-in-the-loop-machine-learning-tool-tornado

Tornado is a human-in-the-loop machine learning framework that helps you exploit your unlabelled data to train models through a simple and easy to use web interface.

Deep-learning-And-Paper

【仅作为交流学习使用】机器智能--相关书目及经典论文包括AutoML、情感分类、语音识别、声纹识别、语音合成实验代码等

✭ 62

Jupyter Notebook python ai deep-learning book speech-recognition speech-to-text papers speaker-verification automl sentiment-classification meachinelearning

deep autoviml

Build tensorflow keras model pipelines in a single line of code. Now with mlflow tracking. Created by Ram Seshadri. Collaborators welcome. Permission granted upon request.

✭ 98

python data-science machine-learning deep-learning tensorflow keras gcp automl tpot mljar mlflow autokeras tensorflow2 pycaret

BossNAS

(ICCV 2021) BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search

✭ 125

python shell transformer nas automl neural-architecture-search self-supervised-learning hybrid-neural-network

clara-train-examples

Example notebooks demonstrating how to use Clara Train to build Medical Imaging Deep Learning models

✭ 80

HTML Jupyter Notebook python shell javascript Dockerfile stylus deep-learning pytorch automl tcia-dac healthcare-imaging medical-imaging-computing medical-imaging-processing clara-train

pymfe

Python Meta-Feature Extractor package.

✭ 89

python Makefile machine-learning automl meta-learning meta-features metalearning meta-feature

maggy

Distribution transparent Machine Learning experiments on Apache Spark

✭ 83

python spark hyperparameter-optimization hyperparameter-tuning automl hyperparameter-search blackbox-optimization ablation ablation-studies ablation-study

Awesome-Tensorflow2

基于Tensorflow2开发的优秀扩展包及项目

✭ 45

nlp awesome tensorflow keras tutorials tf2 gan classification awesome-list segmentation tensorflow-experiments tensorflow-models automl tensorflow-examples tensorflow2 tensorflow2-awesome detection-tensorflow2

tsfuse

Python package for automatically constructing features from multiple time series

✭ 33

python Jupyter Notebook cython machine-learning time-series automl feature-construction

Neural-Architecture-Search

This repo is about NAS

✭ 26

deep-neural-networks optimization paper nas automl neural-architecture-search efficient-architecture-search

AutoTabular

Automatic machine learning for tabular data. ⚡🔥⚡

✭ 51

python data-science machine-learning deep-learning scikit-learn tabular-data xgboost lightgbm structured-data feature-engineering hpo automl catboost pytorch-lightning

AutoPrognosis

Codebase for "AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization", ICML 2018.

✭ 47

python Jupyter Notebook r bayesian-optimization automl automated-machine-learning

benderopt

Black-box optimization library

✭ 84

Jupyter Notebook python machine-learning deep-learning optimization automl hyperparameter-search mlops

simon-frontend

💹 SIMON is powerful, flexible, open-source and easy to use machine learning knowledge discovery platform 💻

✭ 114

Vue PostScript javascript data-science machine-learning data-mining ai systems-biology data-visualization self-hosted open-science knowledge-discovery data-analysis feature-discovery simon automl automated-machine-learning predictiveanalytics simonml

featuretoolsOnSpark

A simplified version of featuretools for Spark

✭ 24

python machine-learning spark feature-engineering automl automated-machine-learning automated-feature-engineering featuretools deep-feature-synthesis

EvolutionaryForest

An open source python library for automated feature engineering based on Genetic Programming

✭ 56

python Jupyter Notebook Makefile data-science machine-learning genetic-programming feature-engineering automl automated-machine-learning automated-feature-engineering

HyperKeras

An AutoDL tool for Neural Architecture Search and Hyperparameter Optimization on Tensorflow and Keras

✭ 29

Jupyter Notebook python deep-learning tensorflow keras cnn dnn automl neural-architecture-search nasnet enas autodl

foreshadow

An automatic machine learning system

✭ 29

python machine-learning sklearn pandas automl automatic-machine-learning

sdsj-automl

Sberbank Data Science Jorney Auto-ML competition

✭ 28

python shell sberbank automl auto-ml

AutoTS

Automated Time Series Forecasting

✭ 665

python machine-learning deep-learning time-series forecasting preprocessing feature-engineering automl autots

Hypernets

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

✭ 221

python Jupyter Notebook reinforcement-learning keras mcts hyperparameter-optimization evolutionary-algorithms nas monte-carlo-tree-search hyperparameter-tuning automl neural-architecture-search nasnet enas autodl

FEDOT.Web

Graphic tool for the automated evolutionary design of composite models

✭ 33

javascript typescript python HTML SCSS shell machine-learning gui interactive-visualizations automl fedot

S2E

Q. Yao, H. Yang, B. Han, G. Niu, J. Kwok. Searching to Exploit Memorization Effect in Learning from Noisy Labels. ICML 2020

✭ 18

python shell automl noisy-label-learning

oboe

An AutoML pipeline selection system to quickly select a promising pipeline for a new dataset.

✭ 76

python shell collaborative-filtering automl ml-pipelines

NiaAML

Python automated machine learning framework.

✭ 25

python TeX machine-learning framework classification automl nature-inspired-algorithms classification-pipelines

nitroml

NitroML is a modular, portable, and scalable model-quality benchmarking framework for Machine Learning and Automated Machine Learning (AutoML) pipelines.

✭ 40

Jupyter Notebook python benchmarking machine-learning modular scale portable automl kubeflow tfx model-quality

managed ml systems and iot

Managed Machine Learning Systems and Internet of Things Live Lesson

✭ 35

Jupyter Notebook bigquery iot machine-learning tutorial cpu ai fpga deep-learning ml safari automl managed edge-computing tpu movidius sagemaker deeplense

mindsdb native

Machine Learning in one line of code

✭ 34

python machine-learning ml artificial-intelligence machinelearning hacktoberfest automl xai

AutoSpeech

[InterSpeech 2020] "AutoSpeech: Neural Architecture Search for Speaker Recognition" by Shaojin Ding*, Tianlong Chen*, Xinyu Gong, Weiwei Zha, Zhangyang Wang

✭ 195

python shell pytorch speaker-recognition automl neural-architecture-search autospeech

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