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Auto-sklearn Alternatives
Similar projects and alternatives to auto-sklearn
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tune-sklearn
Discontinued A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
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syne-tune
Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.
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OCTIS
OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)
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nni
Discontinued An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
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iterative-stratification
scikit-learn cross validators for iterative stratification of multilabel data
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better auto-sklearn alternative or higher similarity.
auto-sklearn discussion
auto-sklearn reviews and mentions
Posts with mentions or reviews of auto-sklearn.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-05-26.
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Why not AutoML every tabular data?
Efficiency Ignoring the feature engineering aspects aside, a typical data scientist workflow involves trying out the different models. Some of the AutoML modules like H2O AutoML, AutoSklearn does this for you, and allow you to interpret your models. All these save so much time experimenting with the standard models.
- [R] Regularization is all you Need: Simple Neural Nets can Excel on Tabular Data
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What free AutoML library do you recommend?
If you want a more stable AutoML library, i’ll suggest auto-sklearn which optimises performance of sklearn learning algorithms.
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Stats
Basic auto-sklearn repo stats
3
7,580
0.0
12 days ago
automl/auto-sklearn is an open source project licensed under BSD 3-clause "New" or "Revised" License which is an OSI approved license.
The primary programming language of auto-sklearn is Python.
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