{"repo":"determined-ai/determined","free":true,"listed":false,"github":"https://github.com/determined-ai/determined","clone":"git clone https://github.com/determined-ai/determined.git","description":"Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.","language":"Go","stars":3235,"topics":["deep-learning","machine-learning","ml-platform","ml-infrastructure","hyperparameter-optimization","hyperparameter-search","distributed-training","pytorch","tensorflow","hyperparameter-tuning"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Determined is an all-in-one deep learning platform, compatible with PyTorch and TensorFlow. It takes care of: - Distributed training for faster results. - Hyperparameter tuning for obtaining the best models. - Resource management for cutting cloud GPU costs. - Experiment tracking for analysis and reproducibility. How Determined Works The main components of Determined are the Python library, the command line interface (CLI), and the Web UI. Python Library Use the Python library to make your existing PyTorch or Tensorflow code compatible with Determined. You can do this by organizing your code into one of the class-based APIs: Or by using just the functions you want, via the Core API: Command Line Interface (CLI) You can use the CLI to: - Start a Determined cluster locally: - Launch Determined on cloud services, such as Amazon Web Services (AWS) or Google Cloud Platform (GCP): - Train your models: Configure everything from distributed training to hyperparameter tuning using YAML files: Web UI Use the Web UI to view loss curves, hyperparameter plots, code and configuration snapshots, model registries, cluster utilization, debugging logs, performance profiling reports, and more. Installation To install the CLI: Then use det deploy to start the Determined cluster locally, or on cloud services like AWS and GCP. For installation details, visit the the cluster deployment guide for your environment: - Local (on-prem) - AWS - GCP - Kubernetes - Slurm/PBS Examples Get familiar with Dete","default_branch":null,"files":null,"tree":[],"storefront":"/r/determined-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/determined-ai/determined/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}