Trending repositories

Ranked by Attention Score: stars gained over the last 30 complete days

Period

Sort order

Tags: AutoML

1.automl / SMAC3

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

bayesian-optimization
bayesian-optimisation
hyperparameter-optimization
hyperparameter-tuning
hyperparameter-search
configuration
+5 more

Python Other license1.3K total250 forks

+17 stars

from 1,253 · score 2.89

2.pycaret / pycaret

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

data-science
python
machine-learning
pycaret
ml
regression
+9 more

Python Other license9.9K total1.8K forks

+13 stars

from 9,844 · score 2.64

3.hyperopt / hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

hacktoberfest

Python Other license7.6K total1.1K forks

+8 stars

from 7,592 · score 2.20

4.hyperopt / hyperopt-sklearn

Hyper-parameter optimization for sklearn

Python Other license1.6K total273 forks

+3 stars

from 1,646 · score 1.39

5.mlr-org / mlr

Machine Learning in R

machine-learning
data-science
tuning
cran
r-package
predictive-modeling
+14 more

R Other license1.7K total400 forks

+1 stars

from 1,685 · score 0.69

Order: Attention Score

Most net stars gained in the window first. The score only puts this gain on a log scale, so the order is the order of the gain.

How the ranking works

Ranked by stars gained in the window. The score is the natural log of one plus that gain, so a repository's rank is exactly its star gain's rank.

score = log1p(net stars gained in the trailing T complete UTC days)

A repository is ranked only when its Star History covers every day of the window and its latest Observation is not missing.

The longest window is 180 days. Star History from the Repository Host goes back at most 180 days before the first daily record that AwesomeRepos made for the repository. A longer window needs more of these daily records first. A repository younger than the window does not rank in it.

The filters select from the same eligible repositories. A repository matches the topics when it has any of them. Total stars is the count now. Last push and creation on the Repository Host count back from the start of today (UTC). The counts beside the languages, licenses, and topics include all ranked repositories in the window. A Tag holds the repositories that have it. See Tags.

A new repository enters the index when it gains stars faster than the published admission threshold, whatever its size. A repository stays in the index after it enters. Thus an archived repository can still rank.

Browse the Repository Index