ClearML

ClearML is an open-source machine learning (ML) operations platform designed to help developers and data scientists manage, track, and automate their ML workflows.

ClearML provides an end-to-end solution for experiment tracking, data management, model versioning, and orchestration.

Key Features of ClearML:

• Open-source MLOps platform for experiment tracking and model management.
• Automatic logging of code, metrics, datasets, and outputs.
• Web-based dashboard for real-time monitoring and collaboration.
• Supports pipeline automation and workflow orchestration.
• Seamless integration with popular ML frameworks like TensorFlow and PyTorch.

ClearML Usage:

$ sudo su
$ sudo apt update
$ cd /opt/clearml
$ sudo docker compose restart
$ docker exec -it clearml-webserver bash
$ Check version: pip show clearml
$ Access it's WebUI at: http://YOUR_SERVER_IP:8080

  

Disclaimer:
ClearML is an independent open-source project developed and maintained by its contributors and the ClearML community. ClearML is not affiliated with or endorsed by any specific organization unless explicitly stated. Users are responsible for configuring, securing, and maintaining their deployments according to their environment and requirements.