1️⃣ Weights & Biases
📌 Weights & Biases is the developer-first MLOps platform for building better models faster with experiment tracking, dataset versioning, and model management.
2️⃣ Neptune
📌 Neptune is a tool for Experiment tracking and model registry for production teams.
📌 You can log, store, query, display, organize and compare all your model metadata in a single place.
3️⃣ Comet
📌 Comet’s machine learning platform integrates with your existing infrastructure and tools
📌You can manage, visualize, and optimize models—from training runs to production monitoring.
4️⃣ MLFlow
📌 MLFlow is an open source platform for the machine learning lifecycle.
5️⃣ Amazon SageMaker
📌 Amazon SageMaker is used for complete control of the ML development lifecycle.
📌 You can manage production models, associate metadata, and manage versions and approval status of models with the SageMaker registry.
6️⃣ Verta.ai
📌 Verta.ai is an MLOps platform to simplify your AI/ML model management & operations at scale.
7️⃣ Sacred
📌 Sacred is a tool to help you configure, organize, log and reproduce experiments.
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