determined-ai/determined
An open-source ML platform that manages distributed training, hyperparameter search, and experiment tracking across PyTorch and TensorFlow models.
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Determined is a deep learning training platform that handles distributed computing across GPU clusters. It provides Python APIs for integrating existing PyTorch or TensorFlow codebases, a CLI for launching experiments locally or on cloud providers like AWS and GCP, and a Web UI for visualizing loss curves, hyperparameter plots, and cluster utilization. The platform supports automated hyperparameter tuning through search strategies like adaptive ASHA and manages resource allocation to optimize GPU usage.
Frequently asked
- What is determined-ai/determined?
- An open-source ML platform that manages distributed training, hyperparameter search, and experiment tracking across PyTorch and TensorFlow models.
- Is determined open source?
- Yes — determined-ai/determined is open source, released under the Apache-2.0 license.
- What language is determined written in?
- determined-ai/determined is primarily written in Go.
- How popular is determined?
- determined-ai/determined has 3.2k stars on GitHub.
- Where can I find determined?
- determined-ai/determined is on GitHub at https://github.com/determined-ai/determined.