ClearML

TECHNICAL DEFINITION

ClearML is an open-source MLOps platform that provides end-to-end capabilities for experiment tracking, remote execution, model management, and data versioning, enabling automated and reproducible machine learning workflows.

BACKGROUND

AI-assisted reverse engineering (AIARE) is a branch of computer science that leverages artificial intelligence (AI), notably machine learning (ML) strategies, to augment and automate the process of reverse engineering. The latter involves breaking down a product, system, or process to comprehend its structure, design, and functionality. AIARE was primarily introduced in the early years of the 21st century, witnessing substantial advancements from the mid-2010s onwards.

SYNONYMS & ALIASES

• Allegro Trains
• ML Automation
• ClearML Server
• MLOps Platform

USAGE NOTE

Offers a comprehensive suite of tools for MLOps, suitable for teams looking for an open-source solution.

DEVELOPERS

Organizations developing technology related to ClearML.

• Allegro AI

  The company behind ClearML, developing and maintaining the open-source MLOps platform for experiment tracking, data versioning, and model management.

• Motional

  An autonomous driving technology company that utilizes ClearML extensively for managing its complex machine learning experiments, data, and models in the development of self-driving systems.

• Anagog

  An AI company providing real-time mobility insights, leveraging ClearML as a core component of its MLOps stack for experiment tracking, data versioning, and model lifecycle management.

• AI Motive (BlackBerry QNX)

  A company specializing in AI for autonomous driving, utilizing ClearML to manage and track experiments, version data, and ensure reproducibility across their AI development processes.

• Gong.io

  An AI-powered revenue intelligence platform that uses ClearML to manage its machine learning projects, indicating significant integration and internal development around the platform for MLOps.