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determined-ai avatar

determined-ai/determined

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3,224 نجوم·372 تفرعات·Go·Apache-2.0·11 مشاهداتdetermined.ai↗

Determined

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

Features

  • Automated Machine Learning - Platform for distributed deep learning training and hyperparameter tuning.
  • General Machine Learning - Scalable platform for deep learning training and management.
  • Hyperparameter Tuning - Platform for distributed deep learning training and hyperparameter tuning.
  • أطر عمل تعلم الآلة - Platform for managing deep learning training and hyperparameter tuning.
  • MLOps and Workflows - Platform for distributed deep learning training and hyperparameter tuning.
  • Training and Orchestration - Platform for distributed training and hyperparameter tuning.
  • أدوات المطور - Platform for distributed training and hyperparameter tuning.
  • PyTorch Utilities - Listed in the “PyTorch Utilities” section of the The Incredible Pytorch awesome list.

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ما هي وظيفة determined-ai/determined؟

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

ما هي الميزات الرئيسية لـ determined-ai/determined؟

الميزات الرئيسية لـ determined-ai/determined هي: Automated Machine Learning, General Machine Learning, Hyperparameter Tuning, أطر عمل تعلم الآلة, MLOps and Workflows, Training and Orchestration, أدوات المطور, PyTorch Utilities.

ما هي البدائل مفتوحة المصدر لـ determined-ai/determined؟

تشمل البدائل مفتوحة المصدر لـ determined-ai/determined: catalyst-team/catalyst — Accelerated deep learning R&D. pytorch/ignite — Ignite is a high-level training framework for PyTorch neural networks that serves as a training engine and deep… ludwig-ai/ludwig — Ludwig is a multimodal machine learning platform and low-code framework designed for building, training, and deploying… h2oai/h2o-3 — h2o-3 is a distributed machine learning platform and automated machine learning framework designed for training and… graal-research/poutyne — A simplified framework and utilities for PyTorch. epistasislab/tpot — TPOT is a Python automated machine learning tool and pipeline framework. It automatically searches, selects, and tunes…

بدائل مفتوحة المصدر لـ Determined

مشاريع مفتوحة المصدر مشابهة، مرتبة حسب عدد الميزات المشتركة مع Determined.
  • catalyst-team/catalystالصورة الرمزية لـ catalyst-team

    catalyst-team/catalyst

    3,376عرض على GitHub↗

    Accelerated deep learning R&D

    Python
    عرض على GitHub↗3,376
  • pytorch/igniteالصورة الرمزية لـ pytorch

    pytorch/ignite

    4,770عرض على GitHub↗

    Ignite is a high-level training framework for PyTorch neural networks that serves as a training engine and deep learning lifecycle manager. It provides a structured system for organizing and automating training and evaluation loops, managing data iterators and triggering event handlers at specific milestones during the model training process. The project distinguishes itself through a comprehensive suite of tools for distributed training and model evaluation. It includes utilities for synchronizing gradients and coordinating collective communication across multiple GPUs or nodes, as well as a

    Python
    عرض على GitHub↗4,770
  • ludwig-ai/ludwigالصورة الرمزية لـ ludwig-ai

    ludwig-ai/ludwig

    11,717عرض على GitHub↗

    Ludwig is a multimodal machine learning platform and low-code framework designed for building, training, and deploying neural networks. It enables the construction of models that process text, images, audio, and tabular data through a unified interface using declarative configuration files rather than custom code. The system features a specialized low-code framework for large language models, supporting supervised fine-tuning, preference alignment, and a constrained decoding tool to force structured data output via logit extraction. It also includes an automated model architecture search to i

    Pythoncomputer-visiondata-centricdata-science
    عرض على GitHub↗11,717
  • fastai/fastaiالصورة الرمزية لـ fastai

    fastai/fastai

    27,862عرض على GitHub↗

    Fastai is a high-level deep learning library built on PyTorch that provides a unified interface for managing the entire machine learning lifecycle. It functions as a comprehensive training toolkit, abstracting hardware management and automating complex training loops to simplify the construction and execution of neural network models. The framework is distinguished by its notebook-centric development environment and a type-dispatching data pipeline that automatically applies transformations based on input data formats. It emphasizes transfer learning through discriminative layer-wise optimiza

    Jupyter Notebookcolabdeep-learningfastai
    عرض على GitHub↗27,862
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