Clear.ml

6 views

0 upvotes

Updated On June 16, 2025

Visit Website

Overview

Category: MLOps

Pricing Model: Freemium

Clear.ml is a comprehensive MLOps platform designed to streamline the entire machine learning lifecycle, from experiment tracking and hyperparameter optimization to model management and pipeline orchestration. It offers a unified solution for individuals and teams to manage, monitor, and reproduce ML experiments at scale.

The platform's core strength lies in its ability to automatically log and track every aspect of an experiment, including code, parameters, data, and results, ensuring full reproducibility. It also provides a centralized model registry for versioning and managing trained models, alongside tools for building and automating ML pipelines. Clear.ml enhances collaboration among data scientists and engineers by providing shared visibility and management capabilities, improving efficiency and accelerating the deployment of reliable ML models.

Key Features

Automatic experiment tracking and logging
Reproducible runs with code, data, and environment capturing
Centralized model registry for versioning and management
ML pipeline orchestration and automation
Hyperparameter optimization tools
Data versioning and management
Resource management and monitoring
Collaborative workspace for teams
Integration with popular ML frameworks (TensorFlow, PyTorch, Keras, scikit-learn, etc.)
Scalable architecture supporting self-hosted and cloud deployments

Supported Platforms

Web Browser (UI)
Python SDK/API
Kubernetes
Docker
Linux
macOS
Windows

Integrations

TensorFlow
PyTorch
Keras
scikit-learn
XGBoost
LightGBM
Pandas
NumPy
Matplotlib
Seaborn
Plotly
Dask
Spark
Ray
AWS S3
Google Cloud Storage (GCS)
Azure Blob Storage
Kubernetes

Pricing Tiers

Free

$0/month

For individuals and small projects
Hosted cloud service
Basic experiment tracking
Model management

Pro

Contact for Pricing

For teams
Hosted cloud service
Advanced experiment tracking
Collaborative features
ML pipeline orchestration

Enterprise

Contact for Pricing

For organizations
Self-hosted or VPC deployment options
Scalable infrastructure
Advanced security and compliance
Custom integrations and support

User Reviews

ClearML is a powerful and easy-to-use platform for tracking experiments, managing models, and building pipelines. The UI is intuitive, and the automatic logging saves a lot of time.

Pros

Comprehensive features for the entire MLOps lifecycle; excellent experiment tracking and reproducibility; active community and helpful support.

Cons

The initial setup can be complex for self-hosted versions; some advanced features require a paid plan; documentation could be more detailed in certain areas.

Capterra

Great tool for keeping track of all our ML experiments. It integrates seamlessly with our existing code and workflows.