Product Information
Overview
ClearML (formerly Trains) is a complete, open source ML / DL experimentation and MLOps solution. ClearML eliminates the time-consuming and error-prone tasks associated with development, version tracking, and the full ML lifecycle for automation and scaling. The tool comprises the ClearML Python Package, ClearML Hosted Service (or your own self-hosted ClearML Server), and the MLOps ClearML Agent that make a unified solution
Benefits and features
- Supports popular frameworks (TensorFlow/TensorBoard, PyTorch, Keras, Fastai, scikit-learn)
- Supports libraries (Pandas, Plotly, AutoKeras)
- Visualization tools (Matplotlib, Seaborn)
- Supports storage (file systems, S3, Google Cloud Storage, and Azure Storage)
- Automatically captures tracking (Git repository codebase, command-line parameters, hyperparameters, models and other artifacts, log, debug samples) and results (metrics and other data)
- Supports configuration options and multiple use cases
- Uses the stored data tracking, reproducibility, cloning, tuning, automation, and execution on target machines
- Workflow automation tools
- Optimization (Optuna, HpBandster, random, grid, and custom search strategies)
- Rich reporting features
Screenshots
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