Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

awesome-experiment-tracking

Aim - logs your training runs, enables a beautiful UI to compare them and an API to query them programmatically
Sacred - configure, organize, log and reproduce experiments
Kedro - open-source Python framework for creating reproducible, maintainable and modular data science code based on software engineering principles like modularity, separation of concerns and versioning
ClearML - a ML/DL development and production suite, it contains 4 main modules: Experiment Manager, MLOps, Data Management, Model Serving.
Polyaxon - MLOps Tools For Managing & Orchestrating The Machine Learning Lifecycle
Keepsake - Version control for machine learning
MLFlow - Open source platform for the machine learning lifecycle
GuildAI - brings systematic control to machine learning to help you build better models faster
TensorBoard - provides the visualization and tooling needed for machine learning experimentation
DVC - Version Control System for Machine Learning Projects
Weights & Biases - Build better models faster with experiment tracking, dataset versioning, and model management
Neptune.ai - Experiment tracking and model registry for production teams
Comet ML - Manage and optimize the entire ML lifecycle, from experiment tracking to model production monitoring

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