Determined AI

Determined AI is an American artificial intelligence (AI) company based in San Francisco, California. It offers an online, open-source, collaborative AI platform for training, tracking, and developing machine learning models. Determined AI was acquired by Hewlett Packard Enterprise in 2017.

The company's platform makes use of HTML5, Viewport Meta, Google Analytics, SSL, and jQuery among other technology products that are mobile-compatible. Determined AI aims to simplify the deep learning environment so as to reduce the necessity for infrastructure management tasks. The platform's capabilities include the following:

• Distributed training: Distributed training of models happens without interfering with the model code. The platform provides provisioning of machines, networking, data loading, and fault tolerance for model training.
• Hyperparameter tuning: Hyperparameter tuning enables users to view algorithm model-building results with scalable search visualizations and locate high-quality models.
• Experiment tracking: Determined's experiment tracking helps users to interpret experiment results using the Determined UI and TensorBoard and to reproduce experiments with artifact tracking. Models can be deployed using Determined's built-in model registry.
• Resource management: Users can share files on-premise or via cloud GPUs with their teams. Determined’s cluster scheduling offers spot instance and deep learning support.

The Determined API is compatible with other deep learning libraries, such as TensorFlow, Keras, and PyTorch, and can be integrated into existing model code.