scikit-learn VS MLflow

Compare scikit-learn vs MLflow and see what are their differences.

scikit-learn

scikit-learn: machine learning in Python (by scikit-learn)

MLflow

Open source platform for the machine learning lifecycle (by mlflow)
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scikit-learn MLflow
53 34
52,167 13,105
0.5% 1.5%
9.9 9.8
6 days ago 7 days ago
Python Python
BSD 3-clause "New" or "Revised" License Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

scikit-learn

Posts with mentions or reviews of scikit-learn. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-25.

MLflow

Posts with mentions or reviews of MLflow. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-11-23.

What are some alternatives?

When comparing scikit-learn and MLflow you can also consider the following projects:

clearml - ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management

Sacred - Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

zenml - ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.

Keras - Deep Learning for humans

Surprise - A Python scikit for building and analyzing recommender systems

Prophet - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

tensorflow - An Open Source Machine Learning Framework for Everyone

dvc - 🦉Data Version Control | Git for Data & Models | ML Experiments Management

guildai - Experiment tracking, ML developer tools

gensim - Topic Modelling for Humans